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import traceback import warnings def _execute_select_statements(statements, database): """Execute a list of select statements in one atomic transaction. If any statement fails, the transaction is rolled back, and a warning is issued. Args: statements (list or sqlalchemy statement): List of sqlal...
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import itertools def take_nth(n, seq): """ Every nth item in seq >>> list(take_nth(2, [10, 20, 30, 40, 50])) [10, 30, 50] """ return itertools.islice(seq, 0, None, n)
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def heuristic(current: list, target: list) -> int: """ Calculate the estimated Distance between current node and target node based on Manhattan Distance """ return (abs(target[0] - current[0]) + abs(target[1] - current[1]))
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def _is_right(a, b, p): """given a line (defined by points a and b) and a point (p), return true if p is to the right of the line and false otherwise raises a ValueError if p lies is colinear with a and b """ ax, ay = a[0], a[1] bx, by = b[0], b[1] px, py = p[0], p[1] value = (bx - ax) *...
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def darpaNodeIP(node_id, octet=0): """Return IP address of radio node on DARPA's network.""" return '192.168.{:d}.{:d}'.format(node_id+100, octet)
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from typing import Union def build_tk_geometry_str(width_in_pixels: Union[int, str], height_in_pixels: Union[int, str], posx_in_pixels: Union[int, str], posy_in_pixels: Union[int, str]) -> str: """ Return a string suitable for passing to tk's geometry method. :param width_in_pix...
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from typing import Sequence from typing import Dict from typing import Any from typing import Tuple from typing import Set def _integrate_file_changes_in_commits( commits: Sequence[Dict[str, Any]] ) -> Tuple[Set[str], Set[str]]: """Integrate the file changes from the sequence of individual commits to dete...
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from typing import List import csv from io import StringIO def split_token(token: str) -> List[str]: """ Splits tokens separated by ";". If the resulting values have semicolons, the values must be quoted. >>> split_token('"foo";"bar;far"') ['foo', 'bar;far'] """ stream = csv.reader(Strin...
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import copy def deepcopy_mask(obj, memo, mask=None): """Generalized method for deep copies of objects. Certain types of attributes cannot be copied naively by `copy.deepcopy`; for example, `threading.Lock` objects. These may be manually specified in the `mask` argument. Args: obj (object...
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def stringlist_pmatch_string(l, s): """returns true if any string in the stringlist partially matches string s Args: l (list): list of strings to partially match with s (string): string to match Returns: boolean: True if a partial match was found """ match = False for e...
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import copy def convert_to_simple(graph): """Drop duplicate edges, recording multiplicity in the "order" property.""" g = copy.copy(graph) g.es['order'] = 1 g.simplify(multiple=True, loops=False, combine_edges='sum') g.es['order'] = [int(x) for x in g.es['order']] return g
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def get_pritunl_settings(module): """ Helper function to set required Pritunl request params from module arguments. """ return { "api_token": module.params.get("pritunl_api_token"), "api_secret": module.params.get("pritunl_api_secret"), "base_url": module.params.get("pritunl_url"...
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def f1f2(f1, f2, *a, **k): """ Apply one function after the other. Call `f1` on the return value of `f2`. Args and kwargs apply to `f2`. Example ------- >>> f1f2(str, int, 2) "2" """ return f1(f2(*a, **k))
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def split_header(diff): """Splits a diff in two: the header and the chunks.""" header = [] chunks = diff.splitlines(True) while chunks: if chunks[0].startswith('--- '): break header.append(chunks.pop(0)) else: # Some diff may not have a ---/+++ set like a git rename with no change or # a...
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def polynomial_decay(initial:float, final:float, max_decay_steps:int, power:float, current_step:int) -> float: """Decays hyperparameters polynomially. If power is set to 1.0, the decay behaves linearly. Args: initial {float} -- Initial hyperparameter such as the learning rate final {float} -- ...
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def pb_config(pb2): """Returns an instance of config of *_pb2 package""" return pb2.PrefixConfig()
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def readfile(file_dir): """ readfile(file_dir:str) Returns the content of a file in an array. """ f = open(file_dir) content = [line.rstrip('\n') for line in f] return content
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def hash_labels_only(**data): """ Computes a hash value only based on a list of labels. :param data: Contains the keyword arguments passed in. Requires 2 keyword arguments: labels: A list of strings node_label_hash: A Dictionary of String -> integer Each label is assigned an integer which is a...
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def _convert_pascal_to_camel(pascal_case_string: str) -> str: """ Convert a string provided in PascalCase to camelCase """ return pascal_case_string[:1].lower() + pascal_case_string[1:]
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def pad(val: str) -> str: """Pad base64 values if need be: JWT calls to omit trailing padding.""" padlen = 4 - len(val) % 4 return val if padlen > 2 else (val + "=" * padlen)
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def str_to_count(num): """Helper function to parse a string representation of a count value, with the empty string representing zero""" return 0 if num == '' else int(num)
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def get_coordinate(record): """ :param record: tuple - a (treasure, coordinate) pair. :return: str - the extracted map coordinate. """ return record[1]
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import six def _tostr(val): """ >>> _tostr('foo') 'foo' >>> isinstance(_tostr(u'foo'), six.text_type) True >>> _tostr(10) '10' >>> _tostr(True) '1' >>> _tostr(False) '0' """ if isinstance(val, six.string_types): return val if isinstance(val, bool): ...
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import unicodedata def normalize_casefold(text, *, _casefold=str.casefold, _normalize=unicodedata.normalize ): """Normalize text data for caseless comparison Use the "canonical caseless match" algorithm defined in the Unicode Standard, version 10.0, section 3...
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def reverse_word(string, word_start, word_end): """ reverses a sub string from start index to end index in place. """ # this whole function could be replaced by splicing # see the function below start = word_start end = word_end if end - start > 1: ...
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import re def check_text_row_column(s): """对一段文本s,用换行符分割行,用至少4个空格或\t分割列,分析数据的行、列数 :return: (n, m),每列的列数相等,则会返回n、m>=0的tuple (m1, m2, ...),如果有列数不相等,则会返回每行的列数组成的tuple 每个元素用负值代表不匹配 """ # 拆开每行的列 if not s: return (0, 0) lines = [re.sub(r'( {4,}|\t)+', r'\t', line.strip())...
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def iana_interface_type( num # type: int ): """Parse IANA-defined interface types""" if num == 1: return "Other" elif num == 2: return "BBN 1822" elif num == 3: return "HDH 1822" elif num == 4: return "DDN X.25" elif num == 5: return "RFC-877 X.25" # For all Ethernet-like CSMA-CD interfaces per IAN...
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def _format_tracking(local_branch, remote_branch, left, right): """ Takes a tuple returned by repo.tracking_status and outputs a nice string describing the state of the repository. """ if (left,right) == (0,0): return "Your tracking branch and remote branches are up to date." elif l...
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import ipaddress def config_to_map(topology_config): """ args: topology_config: dict { 'region1': [ '10.1.1.0/24', '10.1.10.0/24', '172.16.1.0/24' ], 'region2': [ '192.1...
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def extract_sub_attributes(browser): """ Extract sub attribute tags of avatar image from web page :param browser: opened browser :type browser: webdriver.Chrome :return: sub attribute tags of avatar image :rtype: list """ sub_attrs = browser.find_elements_by_class_name('sub-attr') s...
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def add_residue_to_dfix(dfix_head, resinum): """ Add a residue to a list of DFIX/DANG restraints DFIX 1.234 C1 C2 -> DFIX 1.234 C1_4 C2_4 >>> add_residue_to_dfix(['DFIX 1.456 C1 C2', 'DFIX 1.212 C3 C4'], 4) ['DFIX 1.456 C1_4 C2_4\\n', 'DFIX 1.212 C3_4 C4_4\\n'] >>> add_residue_to_dfix(['DF...
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from bs4 import BeautifulSoup def parser(raw): """ Change type response to bs4 """ return BeautifulSoup(raw, 'html.parser')
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def gradient_summary(efpobj): """Gets the computed per-fragment EFP energy gradient of `efpobj`. Returns ------- str Formatted text of the `6 x n_frag` gradient and torque. """ grad = efpobj.get_gradient() grad6 = list(map(list, zip(*[iter(grad)] * 6))) text = '\n ==> EFP Gr...
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def accuracy(labels, logits, idx): """ Compute the accuracy for a set of nodes. Parameters ---------- labels: torch.Tensor [n] The ground-truth labels for all nodes. logits: torch.Tensor, [n, nc] Logits for all nodes. idx: array-like [?] The indices of the nodes for whic...
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import json def load_json(fn: str): """Standard built in for loading json from file to dictionary""" with open(fn, "r") as file: data = json.load(file) return data
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def fields_values(d, k): """ >>> data = {'name1': ['value1.1', 'value1.2'], 'name2': ['value2.1', 'value2.2'], } >>> print(fields_values(data, 'name1')) value1.1,value1.2 """ values = d.get(k, []) return ",".join(map(str, values))
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def tau_h(R0, vsc): """Arnett 1982 expansion timescale, in days R0: initial radius in cm vsc: scaling velocity in cm/s """ return (R0/vsc) / 86400.0
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from collections import deque from typing import Iterable from typing import Iterator def tail(it: Iterable, n: int) -> Iterator: """ Return an iterator over the last n items >>> [*tail('ABCDEFG', 3)] ['E', 'F', 'G'] """ return iter(deque(it, maxlen=n))
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from typing import Union import requests def post_json(url: str, data: Union[list, dict]) -> Union[list, dict]: """ Send a POST request to the resource with the payload as JSON """ resp = requests.post(url, json=data) if not resp.ok: resp.raise_for_status() return resp.js...
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def delete_game(client, game_id): """Delete a tictactoe game.""" return client.delete('tictactoe', game_id)
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def absorb_short_notes(pairs, **kwargs): """ If a note with a short duration appears between two of the same notes, change the short note to the surrounding ones to make a continous long note. Otherwise the short note is removed. This avoids the effect of fluctuations in a note. However this has th...
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def index_to_coord(index, sl): """ Takes an index into a flattened 3D array and its side length. Returns the coordinate in the cube. """ coord = [] two_d_slice_size = sl * sl coord.append(index // two_d_slice_size) remaining = index % two_d_slice_size coord.append(remaining // sl) ...
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def calc_estimated_runtime(pairs): """ Based on the number of mapped pairs, guess how long the split will take """ SLOPE_CONSTANT = 0.0061401594694834305 return (pairs * SLOPE_CONSTANT) + 0.2
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def transform_y(f_x_y, xf_and_dxf_dyprime): """Transform f_x_y(x,y) into f_x_yprime(x,yprime) xf is the inverse transformation: from yprime to y y = xf(yprime, *xf_params) dxf_dyprime is its derivative with respect to yprime""" def f_x_yprime(x,yprime,p): xf, dxf_dyprime = xf_and_dxf_dyprime(yprime, p) return ...
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import collections def mode(data): """Return the most common data item. If there are ties, return any one of them.""" [(item, count)] = collections.Counter(data).most_common(1) return item
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def _key(node, terminal): """ Combine *node* and *terminal* to a key into the results set for the current template. Returns a string unique within the template that can be used in JSON. """ return ":".join((str(node), str(terminal)))
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def read_input(path: str): """ Read game board file from path. Return list of str. """ with open(path, mode='r', encoding='utf-8') as data: content = data.readlines() for i in range(len(content)): content[i] = content[i].strip() return content
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import hashlib def compute_md5(fp): """Compute an md5 hash. :type fp: file :param fp: File pointer to the file to MD5 hash. The file pointer will be reset to the beginning of the file before the method returns. :rtype: tuple :returns: the hex digest version of the MD5 hash "...
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import re def _collapse_offset_changes(text): """Replaces "offset changed" lines with a one-line summary.""" regex = re.compile( r"^( *)('.*') offset changed from .* to .* \(in bits\) (\(by .* bits\))$") items = [] indent = "" offset = "" new_text = [] def emit_pending(): if not items: ...
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import random def filter_list(word_list, list_size): """ Filter the provided list, and return the first list_size entries. Args: word_list: unfiltered list of strings list_size: the number of results to be returned Returns: A list of strings, size = list_size """ res...
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def get_default_nncf_compression_config(h, w): """ This function returns the default NNCF config for this repository. The config makes NNCF int8 quantization. """ nncf_config_data = { 'input_info': { 'sample_size': [1, 3, h, w] }, 'compression': [ { ...
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def validate_num_cpus(num_cpus): """ Validate `num_cpus` on correctness. Each value of `num_cpus` is checked on possibility of converting to int. Parameters ---------- num_cpus : list or str List of string values. Each value represents number of CPUs to be used by correspon...
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def normalize_accents(text: str) -> str: """ Remove accents :param text: text with undesired accents :return: clean text >>> normalize_accents('suspensám') 'suspensam' >>> normalize_accents('quăm') 'quam' >>> normalize_accents('aegérrume') 'aegerrume' >>> normalize_accent...
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def bench1(x): """A benchmark function for test purposes. f(x) = x ** 2 It has a single minima with f(x*) = 0 at x* = 0. """ return x[0] ** 2
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def calculate_check_digit(mpan_unique: str) -> int: """Check MPAN digit. The final digit in the MPAN is the check digit, and validates the previous 12 (the core) using a modulus 11 test. The check digit is calculated thus: 0. Multiply the first digit by 3 0. Multiply the second digit by the next prime...
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def split_word_at_pipe(word): """ This function splits a word separated by a | symbol Args: word (str): Word with a pipe symbol Returns: A list of split items Examples: >>> split_word_at_pipe('Bilderbuch|Absturz') ['Bilderbuch', 'Absturz'] ...
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def read_names_from_file(file): """ Reads the provided file line by line to provide a list representation of the contained names. :param file: A text file containing one name per line :return: A list of the names contained in the provided text file """ names_list = [] for line in file: ...
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import re def python_safe(raw_name): """Make a string safe to use in a Python namespace""" return re.sub('[^0-9a-zA-Z]', '_', raw_name)
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def dms_to_dd(degrees, minutes, seconds): """Convert degrees, minutes, seconds to decimal degress""" fd = float(degrees) if fd < 0: return fd - float(minutes) / 60 - float(seconds) / 3600 return fd + float(minutes) / 60 + float(seconds) / 3600
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def _GetTestSuiteFromKey(test_key): """Gets test suite from |test_key|, None if not found.""" pairs = test_key.pairs() if len(pairs) < 3: return None return pairs[2][1]
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def flatten_list(input_list): """Flattens a nested list. Args: input_list: A (possibly) nested list. Returns: A flattened list, preserving order. """ if not input_list: return [] if isinstance(input_list[0], list): return flatten_list(input_list[0]) + flatten_lis...
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def hPa_to_m(p): """ Compute pressure altitude :param p: pressure (hPa) :return: altitude (ft) """ # https://www.weather.gov/media/epz/wxcalc/pressureAltitude.pdf return (0.3048*145366.45)*(1 - (p/1013.25)**0.190284)
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import codecs def make_base64(data): """ Takes a string of hex values and returns a base64 encoded string. :param data: string of Hex :return: base64 encoded string """ return codecs.encode(codecs.decode(data, 'hex'), 'base64').decode('utf-8').replace('\n', '')
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def orientation(a, b, c): """ Given three points, find the orientation. See examples below. They are colinear(0), clockwise(1), and counterclockwise(2) respectively. c | b b_c c_b | | | a a a """ val = (b.y - a.y) * (c.x - b.x) - (b.x - a.x) * (c.y - b.y)...
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def scale_to_control(x, axis_scale=350., min_v=-1.0, max_v=1.0): """ Normalize raw HID readings to target range. Args: x (int): Raw reading from HID axis_scale (float): (Inverted) scaling factor for mapping raw input value min_v (float): Minimum limit after scaling max_v (float): Maximum limit af...
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def filter_stop_word(word_list, stop_word_list): """ 过滤停用词 :param word_list: 需要过滤的词列表 :param stop_word_list: 停用词列表 """ res = list(filter(lambda w: w not in stop_word_list, word_list)) return res
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from packaging import version def cmp_version(string): """convert a version string to a packaging.version.Version""" return version.parse(string)
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def ra_to_set(row): """Convert the ra columns into a set. """ return (row['ra_hrs'],row['ra_minutes'],row['ra_seconds'])
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import re def isolate_titles(targets, predictions): """Maps each target and prediction to a list of movies metioned. Args: targets: a list of strings, the target from the validation set predictions: a list of strings, the model predictions Returns: a tuple containing a list of lists for both targe...
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def _split_xpath_component(xpath_component): """Split an xpath component into a tag-index tuple. >>> split_xpath_component('{urn:oasis:names:tc:opendocument:xmlns:office:1.0}document-content[0]') ('{urn:oasis:names:tc:opendocument:xmlns:office:1.0}document-content', 0). """ lbrac = xpath_component....
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import random def shuffle_word(word: str) -> str: """ Function is encoding given word with the following conditions: - first and last character of a word stays the same - characters in between are being shuffled - final word must not be the same as the original word (if possible) :param word: ...
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from typing import Dict from typing import Any from typing import Union def get(obj: Dict, path: str, default: Any = None) -> Any: """ Traverse object according to path, return value if found, else default. Time complexity: O(n) Args: obj: Object to traverse. path: Path to traverse. ...
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import hashlib def get_file_sha1(file_path: str) -> str: """ Get sha1 checksum of file :param file_path: File path :return: sha1 checksum """ sha1 = hashlib.sha1() block_size = 1024 * 1024 with open(file_path, 'rb') as f: while True: block = f.read(block_size) ...
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import pprint def prettify_object(obj): """Makes a pretty string for an object for nice output""" try: return pprint.pformat(str(obj)) except UnicodeDecodeError as e: raise except Exception as e: return "[could not display: <%s: %s>]" % (e.__class__.__name__, str(e))
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def list_to_dict(wc_list, order_list): """ Create a dictionary from a list wc_list, using keys in order_list """ #assert len(order_list) == len(wc_list) wc_dict = {} for wc_ind in range(len(order_list)): wc_dict[order_list[wc_ind]] = wc_list[wc_ind] return wc_dict
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import re def normalize(s): """Return a normalized version of string s with newlines, tabs and C style comments ("/* ... */") replaced with spaces. Multiple spaces are replaced with a single space. >>> normalize(" /* nothing */ foo\tfoo /* bar */ foo ") 'foo foo foo' """ assert(type(...
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from typing import Union import time def time_format(seconds: float, format_='%H:%M:%S') -> Union[str, float]: """ Default format is '%H:%M:%S' >>> time_format(3600) '01:00:00' """ # this because NaN if seconds >= 0 or seconds < 0: time_ = time.strftime(format_, time.gmtime(abs(s...
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import yaml def read_yaml(path: str): """Read content of yaml file from path :param path: path to yaml file :type path: str :return: yaml file content, usually a dictionary """ with open(path) as file: return yaml.safe_load(file)
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def lem_num(orth: str): """Return a nice lemma for a thing supposed to be a number""" return "NUM"
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def get_veth_slot_info_cmd(lpar_id, slotnum): """ get virtual ethernet slot information For IVM, vswitch field is not supported. :param lpar_id: LPAR id :param slotnum: veth slot number :returns: A HMC command to get the virtual ethernet adapter information. """ return ("lshwres -r virt...
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def gcd(a: int, b: int) -> int: """This function returns the greatest common divisor between two given integers.""" if a < 1 or b < 1: raise ValueError(f'Input arguments (a={a}, b={b}) must be positive integers') while a != 0: a, b = b % a, a return b
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import inspect import re def strip_source_code(method, remove_nested_functions=True): """ Strips the source code of a method by everything that's "not important", like comments. Args: method (Union[callable,str]): The method to strip the source code for (or the source code directly as string). ...
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import functools def patchit(obj, name, pass_patched=False): """Return a decorator that replace attribute with decorated item. Parameters ---------- obj : object The object to alter. name : str The name of the attribute to replace. pass_patched : bool If set to T...
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import re def camel_case_transformer(s): """ Converts a camel case string into space separated words starting with a capital letters E.g. input: 'camelCase' output: 'Camel Case' REMARK: the exceptions list below is returned uppercase, e.g. "cve" => "CVE" """ transformed_string = re.sub('([a-z...
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def calculate_term_frequencies(tokens): """Given a series of `tokens`, produces a sorted list of tuples in the format of (term frequency, token). """ frequency_dict = {} for token in tokens: frequency_dict.setdefault(token, 0) frequency_dict[token] += 1 tf = [] for token...
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def compounded_interest_fv(P, r, t, m): """ Compunded interest rate assumes that the interest earned will now be added to the principal periodically, for example, annually, semi-annually, quarterly, monthly or on a daily basis. Parameters ---------- P: float Principal, initial deposit. ...
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def can_move(minimap, i, j, di, dj): """ Check whether can move in specified direction """ # minimap is always square n = len(minimap) # Move once i += di j += dj # Cannot move outside of minimap if i < 0 or i >= n or j < 0 or j >= n: return False # Cannot move if...
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def format_kvps(mapping, prefix=""): """Formats a mapping as key=value pairs. Values may be strings, numbers, or nested mappings. Nested mappings, e.g. host:{ip:'0.0.0.1',name:'the.dude.abides'}, will be handled by prefixing keys in the sub-mapping with the key, e.g.: host.ip=0.0.0.1 host.name=the....
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def get_ingredients(drink_dict): """ Create a list of ingredients and measures Form data is passed as a dictionary. The functions iterates through the key/value pairs and appends the ingredients and measures to its own list called ingredients. Args: drink_dict : The dictionary containing t...
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from typing import List def distort_single(radius_undist: float, distort_coeffs: List[float]) -> float: """ Calculate distortion for a single undistorted radius. Note that we have 3 distortion parameters. Args: radius_undist: undistorted radius distort_coeffs: list of distortion coeff...
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import pickle def predictSVM(X_test): """This function takes a dataset and predict the letter for each data point. Parameters ---------- dataset: M X 128 numpy array A dataset represented by numpy-array Returns ------- M x 1 numpy array Returns a numpy array of letter that each data point represents """...
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def generate_instance_tuples(num_per_class_list): """Generate list of tuples [(class_index, instance_index)...].""" num_classes = len(num_per_class_list) class_and_instance_indices = [] for i in range(num_classes): num_instances = num_per_class_list[i] class_and_instance_indices.extend([(i, j) for j in ...
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import time import random import requests def _get_page(url, s=None): """ Utility function to play nice when scraping. This will also fetch a page according to a session or a simple get. """ if not url: # What's a proper null requests object? return None # Play nice time.s...
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def max_value_2_compute_all_until_max_capacity(weight_value_tuples, max_capacity): """ Solution: Compute the max value for each capacity from 1 to max_capacity. This algorithm will always find the optimal max value, but is much slower than the less optimal solution and uses more space. Complexity: ...
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def flag_decomposer(flags: int) -> dict: """ Make font flags human readable. :param flags: integer indicating binary encoded font attributes :return: dictionary of attributes names and their activation state """ # defaults tmp = {"superscript": 0, "italic": 0, "serifed": 0, "monospaced": 0...
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from typing import Tuple from typing import List def _get_value_name_and_type_from_line(*, line: str) -> Tuple[str, str]: """ Get a parameter or return value and type from a specified line. Parameters ---------- line : str Target docstring line. Returns ------- value_name...
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from six import text_type def _ListCtrl_Append(self, entry): """ Append an item to the list control. The `entry` parameter should be a sequence with an item for each column """ if len(entry): pos = self.InsertItem(self.GetItemCount(), text_type(entry[0])) for i in range(1, len(ent...
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def resource_to_type_name(resource): """Creates a type/name format from a resource dbo. Args: resource (object): the resource to get the the type_name Returns: str: type_name of the resource """ return resource.type_name
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def merge(A, B): """Merge two sorted lists.""" C = [] # Take lesser of two elements while A and B: if A[0] < B[0]: C.append(A.pop(0)) else: C.append(B.pop(0)) # Grab the rest if A: C.extend(A) elif B: C.extend(B) return C
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def get_lids(f): """get identifiers that specify an absolute location (i.e. start with '/')""" lids={} for ns in f.ddef.keys(): lids[ns] = [] structures = f.ddef[ns]['structures'] for id in structures: if id[0] == '/': lids[ns].append(id) return lids
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