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def parse_mdout(file): """ Return energies from an AMBER `mdout` file. Parameters ---------- file : str Name of output file Returns ------- energies : dict A dictionary containing VDW, electrostatic, bond, angle, dihedral, V14, E14, and total energy. """ vdw, ...
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def has_ipv4(network_resource): """ Args: network_resource: Returns: """ for pep in network_resource.public_endpoints: if pep.version == 4: return True return False
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import re def changeAllAttributesInText(text, attribute, newValue, append): """ Changes the specified attribute in all tags in the provided text to the value provided in newValue. If append is 0, the value will be replaced. If append is anything else, the value will be appended to the end of the o...
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def make_count_column(array): """Make column name for arrays elements count >>> make_count_column('/tender/items') '/tender/itemsCount' >>> make_count_column('/tender/items/additionalClassifications') '/tender/items/additionalClassificationsCount' >>> make_count_column('/tender/items/') '/t...
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def _float_callback(element, compiler, **kw): """Changes all FLOAT types to real""" return "real"
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def camelcase(s): """Turn strings_like_this into StringLikeThis""" return ''.join([word.capitalize() for word in s.split('_')])
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import numpy def join_cgr(cgrs: tuple) -> numpy.ndarray: """ Takes tuple of cgrs of shape (n,n) and returns one stacked array of size (n,n, len(cgrs) ) :param: cgrs tuple -- tuple of cgrs to be joined :return: numpy.ndarray """ return numpy.dstack(cgrs)
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from datetime import datetime, timedelta def check_date_past_interval(check_date, interval=None): """Return True if given check_date is past the interval from current time. :param check_date: Datetime string like '2021-08-23 18:14:05' :type check_date: str :param interval: Hours amount to check in pa...
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def date_tuple(ovls): """ We should have a list of overlays from which to extract day month year. """ day = month = year = 0 for o in ovls: if 'day' in o.props: day = o.value if 'month' in o.props: month = o.value if 'year' in o.props: ...
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import numpy def squared_distance_point_link(point, link): """Find the squared distance between a point and a link. Parameters ---------- point : tuple Point coordinates (x,y). link : list List of 2 point coordinate tuples [(x0, y0), (x1, y1)]. Returns ------- ...
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def generate(script_path=None): """ Generates a copy & paste configuration for the VS Code launch.json """ if not script_path: script_path = "" path = str(script_path) path_without_py = path if not path.endswith('.py') else path[0:-3] if not path_without_py: path_without_py = '<ADD-PYTHON-EXECUT...
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def fix_negatives(num): """ Some scopes represent negative numbers as being between 128-256, this makes shifts those to the correct negative scale. :param num: an integer :return: the same number, shifted negative as necessary. """ if num > 128: return num - 255 else: re...
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def identifyCategoricalFeatures(x_data,categorical_cutoff): """ Takes a dataframe (of independent variables) with column labels and returns a list of column names identified as being categorical based on user defined cutoff. """ categorical_variables = [] for each in x_data: if x_data[each].nuni...
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def _net_get_tx_id(id_offset: int, index: int) -> int: """ Returns the transmission id of a board, given its type's start_id and its index. """ return 2 * (id_offset + index)
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def extract_memory_position(argument): """ Extract a memory position from a memory index argument. See :func:`~.is_memory_index` for details of what a memory index is. Args: argument (str): The argument to extract a memory position from. Returns: str: The location in memory being r...
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import pickle def read_results(pickle_file_name): """Reads results from Pickle file. :param pickle_file_name: Path to input file. :return: result_dict: Dictionary created by `run_sfs`. """ pickle_file_handle = open(pickle_file_name, 'rb') result_dict = pickle.load(pickle_file_handle) pic...
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import os def testing_args(): """ arguments for testing. :return: test arguments """ return {'test_flight_logs_path': os.path.join(os.path.dirname(__file__), 'flight_logs'), 'simple_test_flight_log': 'short_f450_log.ulg', 'dummy_log_file': 'short_f450_log.ulg'}
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def read_from_file(filename): """从文件读取数据,并返回列表格式的数据""" with open(filename, encoding='utf-8') as f: frl = f.readlines() return [x.strip() for x in frl]
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import string def capitalize(string_raw): """Capitalize a string, even if it is between quotes like ", '. Args: string_raw (string): text to capitalize. Returns: string """ # return re.sub(r"\b[\w']", lambda m: m.group().capitalize(), string.lower()) return string.capwords(...
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def trim_table(list_of_strings): """Make (narrow) columns with only whitespace to width 1.""" # Definitely not an efficient implementation. table = list_of_strings j = 0 while True: if j==min(len(row) for row in table): break if all(row[j-1:j+1]==" " for row in table): # check if col has 2 s...
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import argparse def parse_args(): """Parse command line arguments.""" parser = argparse.ArgumentParser( description="SilkNOW Gradient Boosting Classifier", usage="""sngbclassify <command> [<args>] The available commands are: train Train a text classification model evaluate Ev...
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from typing import Counter from typing import OrderedDict def get_stats_document(document: Counter) -> OrderedDict: """ Résumé --- Pour un document donné calcule des statistiques liées à ce document comme le nombre unique de terme, la fréquence maximum d'un terme dans le document ou la fréquence m...
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def dict_from_csv(filepath, sep=";"): """Read a CSV and store entries in a dict. Warning: function is used internally. Does not work properly if quoted cells contain separators, for example: `"ent;ry1";entry2`. """ with open(filepath, "r") as f: return { line.split(sep)[0]: line...
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def _apply_presets(preset_dict, *args, **kwargs): """ Pair with `unpack` to alter input arguments with preset values. """ if 'presets' in kwargs: presets = kwargs['presets'] if presets is None: return kwargs if not isinstance(presets, list): presets = [pre...
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def fastq_infer_rg(read): """ Infer the read group from appended read information, such as produced by the samtools fastq command. Requires the read to be formatted such the rg tag is added to the end of the read name delimited by a ``_``. Returns the read group tag. """ rgstr = read.name.s...
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import argparse def _getParser(theHelp, theEpilog): """ Get a commandline parser with the defaults of the commandline utils. """ return argparse.ArgumentParser(description=theHelp, formatter_class=argparse.RawDescriptionHelpFormatter, epi...
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import re def replace_g5_search_dots(keywords_query): """Replaces '.' with '-' in G5 service IDs to support old ID search format.""" return re.sub( r'5\.G(\d)\.(\d{4})\.(\d{3})', r'5-G\1-\2-\3', keywords_query )
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import numpy def change_interval(data, old=None, new=(0.0, 1.0)): """Move a matrix from one interval into another. Parameters ---------- data : ``numpy.array`` The data points. old : tuple (pair) of numbers or ``None`` (``None``) The old interval for the data. If it is ``None`` the...
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def replace_tags(template, tags, tagsreplace): """Replace occurrences of tags with tagsreplace Example: >>> replace_tags('a b c d',('b','d'),{'b':'bbb','d':'ddd'}) 'a bbb c ddd' """ s = template for tag in tags: replacestr = tagsreplace.get(tag, '') if not replacestr: ...
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def disp_corner(sc, L, ct=4): """ Nearest displacement along blocks of 4 """ return min(abs((x-L*ct) - sc) for x in range(ct))
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def sort_012(input_list): """ Given an input array consisting on only 0, 1, and 2, sort the array in a single traversal. Args: input_list(list): List to be sorted """ zeros = [] ones = [] twos = [] for input in input_list: if input == 0: zeros.append(input) ...
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def solution(H): """ Codility 100% https://app.codility.com/demo/results/trainingQKD6JP-PHA/ Idea is to use stack concept Compute the minimum number of blocks needed to build the wall. To build the wall start taking blocks of height one by one. We need to take care of - - the blocked s...
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def append_update_post_field_to_posts_list(d_included, l_posts, post_key, post_value): """Parse a dict and returns, if present, the desired value. Finally it updates an already existing dict in the list or add a new dict to it :param d_included: a dict, as returned by res.json().get("included", {}) :ty...
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import requests from bs4 import BeautifulSoup def get_all_topics(): """ get all topics :return: """ headers = { 'referer': 'https://www.mzitu.com/best/', 'upgrade-insecure-requests': '1', 'user-agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, li...
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def pkcs7pad(cipher_text, block_size, value=b'\x04'): """Return ciphertext padded with value until it reach blocksize length. :param cipher_text: bytes :param block_size: int :param value: bytes :return: bytes """ length = len(cipher_text) pad = block_size - (length % block_size) ret...
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def GCDGood(a, b): """ Runtime: O(min(a, b)) """ best = 0 min_value = min(a, b) for d in range(2, min_value): if not a % d and not b % d: best = d return best
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def maybe_encode(value): """If the value passed in is a str, encode it as UTF-8 bytes for Python 3 :param str|bytes value: The value to maybe encode :rtype: bytes """ try: return value.encode('utf-8') except AttributeError: return value
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def delay_error(message, etype=TypeError): """ Return a thunk which raises an error when called. """ def dispatch_error(*_, **__): raise etype(message) return dispatch_error
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from datetime import datetime def timeUTCCreate(): """ () -> str Retorna un string con la fecha actual en UTC Z. >>> timeUTCCreate() '2014-05-15 19:01:47.669254' """ return str(datetime.utcnow())
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def _broadcast_params(params, num_features, name): """ If one size (or aspect ratio) is specified and there are multiple feature maps, we "broadcast" anchors of that single size (or aspect ratio) over all feature maps. If params is list[float], or list[list[float]] with len(params) == 1, repeat ...
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def h_moves_diff(gamestate): """ The differential in moves available to the current player. Positive values are better than negative values for this evaluation heuristic. """ my_loc = gamestate._player_locations[gamestate.player()] op_loc = gamestate._player_locations[gamestate.player() ^ 1] ...
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def neg_if_even(x): """ >>> neg_if_even(2) -1 >>> neg_if_even(1) 1 >>> neg_if_even(0) -1 >>> neg_if_even(-1) 1 >>> neg_if_even(-2) -1 """ return 1 - (x % 2 == 0) * 2
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def build_production_array(arr: list) -> list: """ Parameters ----------- Returns --------- Notes ------ """ if not arr: return arr lenth = len(arr) out = [1] * lenth for i in range(1, lenth): out[i] = out[i-1] * arr[i-1] tmp = 1 for i in...
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def get_fort46_info(NTRII, NATM, NMOL, NION): """Collection of labels and dimensions for all fort.46 variables, as collected in the SOLPS-ITER 2020 manual. """ fort46_info = { "PDENA": [r"Atom particle density ($cm^{-3}$)", (NTRII, NATM)], "PDENM": [r"Molecule particle density ($cm^{-3...
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def command(command, threaded=False): """Plugin command decorator.""" def wrapper(func): func._command = command func._is_threaded = threaded return func return wrapper
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import json import struct def rpc(sock, input, params): """ Send RPC request. :param sock: :param input: :param params: :return: """ response = json.dumps({"in": input, "params": params}) length_prefix = struct.pack("I", len(response)) sock.send(length_prefix) sock.sendall(...
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def modify_axis(axs, xtick_label, ytick_label, xoffset, yoffset, fontsize, grid=True): """Change properties of plot axis to make more beautiful""" axs.spines['top'].set_visible(False) axs.spines['bottom'].set_visible(True) axs.spines['left'].set_visible(True) axs.spines['right'].set_visible(False) ...
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from typing import Any from typing import Dict import json def _write_jsonl(filepath: str, data: Any, kwargs: Dict) -> Any: """See documentation of mpu.io.write.""" with open(filepath, "w", encoding="utf8") as outfile: kwargs["indent"] = None # JSON has to be on one line! if "sort_keys" not i...
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import functools def protect(method): """ Decorator for session-methods to defer their interrupt. """ @functools.wraps(method) def wrapper(obj, *args, **kwargs): # are we already protected? if obj._busy: return method(obj, *args, **kwargs) # otherwise protect th...
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import torch def make_loss(content_weight, style_weight, content_image_content, style_image_style, content_loss_fn, style_loss_fn, Ns, Ms): """ Creates our loss function """ def loss(generated_image_content, generated_image_style): """ The total loss is a linear combination between th...
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def binary_tp(gold, pred): """ for each member in pred, if it overlaps with any member of gold, return 1 else return 0 """ tps = 0 for p in pred: tp = False for word in p: for span in gold: if word in span: tp = True ...
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def remove_trailing_characters_from_list(element_list, char_list): """ This function removes trailing characters from a all strings in a list Args: element_list: list of strings to be formatted char_list: List of characters to be removed from each string in the list Returns: ele...
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def norm_text_angle(a): """Return the given angle normalized to -90 < *a* <= 90 degrees.""" a = (a + 180) % 180 if a > 90: a = a - 180 return a
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def linear_increase(low_bound, up_bound, percentage): """low_bound + [0, 1] * (up_bound - low_bound)""" assert 0 <= percentage <= 1, f"percentage({percentage}) must be in [0, 1]" return low_bound + (up_bound - low_bound) * percentage
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import sympy def is_quad_residue(n, p): """ Returns True if n is a quadratic residue mod p. """ return sympy.ntheory.residue_ntheory.is_quad_residue(n, p)
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import collections def create_embedding_map(reverse_vocab, embedding_matrix): """Returns a dictionary mapping word to word embedding.""" return collections.OrderedDict(zip(reverse_vocab, embedding_matrix))
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def dir(p_object=None): # real signature unknown; restored from __doc__ """ dir([object]) -> list of strings If called without an argument, return the names in the current scope. Else, return an alphabetized list of names comprising (some of) the attributes of the given object, and of attribute...
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import io def fread(file_path): """Read data from file""" with io.open(file_path, "r", encoding="utf8") as f: return f.read()
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from typing import Dict from typing import Any def _get_revshell_item(item: Dict[str, Any], obfuscated: bool) -> Dict[str, Any]: """Get an item.""" builder = item["builder"] if "builder" in item else [] data = { "name": item["name"], "desc": item["desc"], "info": item["info"], ...
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import numpy def antisymm_four_body(h4e: numpy.ndarray) -> numpy.ndarray: """Given a four body matrix, perform antisymmeterization on the elements. Args: h4e (numpy.ndarray): Inumpyut 4-body tensor. Returns: numpy.ndarray: Output 4-body tensor. """ assert len(h4e.shape) == 8 ...
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def action(maximize, total_util, payoffs): """ >>> action(True, 0.9, [1.1, 0, 1, 0.4]) 0 >>> action(True, 1.1, [1.1, 0, 1, 0.4]) 1 >>> action(False, 0.9, [1.1, 0, 1, 0.4]) 0.9 """ if maximize: return int(total_util > payoffs[2]) else: return total_util
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def is_sorted(array): """ Check if an array is sorted in ascending order (assumes an array of numbers, such as integers or float) :param array: the array to be checked :return: a message ("Array is sorted" or "Array is not sorted") """ return "Array is %ssorted" % ('not ' if sorted(array) != lis...
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def clean_view(view_orig, superunits): """ Define a view of the system that comes from a view of another one. Superunits are cleaned in such a way that no inconsistencies are present in the new view. Args: view_orig (dict): the original view we would like to clean superunits (list): l...
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def bounds(total_docs, client_index, num_clients, includes_action_and_meta_data): """ Calculates the start offset and number of documents for each client. :param total_docs: The total number of documents to index. :param client_index: The current client index. Must be in the range [0, `num_clients')....
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def int2iso_reference(n): """Calculates checksum (and adds the RF prefix) for an international reference number""" n = int(n) nt = n * 1000000 + 271500 checksum = 98 - (nt % 97) return "RF%02d%d" % (checksum, n)
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def list_to_ext_header(strings): """ turns a list of strings into a string suitable for a header """ # ODfE expects the header to be a comma-delimited list of strings, # each string quoted quoted = [f'"{string}"' for string in strings] header = ", ".join(quoted) return header
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def pci_bands(): """ Sentinel-2 bands Band 1 – Coastal aerosol 442.7 21 442.2 21 60 Band 2 – Blue 492.4 66 492.1 66 10 Band 3 – Green 559.8 36 559.0 36 10 Band 4 – Red 664.6 31 664.9 31 10 Band 5 – Vegetation red edge 704.1 15 703.8 16 20 Band 6 – Vegetation red edge 740.5 15 739.1 15 20...
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def is_valid_coordinate(x0: float, y0: float) -> bool: """ validates a latitude and longitude decimal degree coordinate pairs. """ if isinstance(x0, float) and isinstance(y0, float): if -90 <= x0 <= 90: if -180 <= y0 <= 180: return True return False
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def fibonacci_py(v): """ Computes the Fibonacci sequence at point v. """ if v == 0: return 0 if v == 1: return 1 return fibonacci_py(v - 1) + fibonacci_py(v - 2)
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import platform def platform_combine(*args, is_file): """This function combines multiple path elements use when os.path.join doesn't work """ def get_platform_slash(): return '\\' if platform.system() == 'Windows' else '/' platform_path = '' if is_file: for i in range(le...
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from urllib.parse import parse_qs, urlparse def get_key(url, key="request_token"): """ Get the required key from the query parameter """ req = urlparse(url) key = parse_qs(req.query).get(key) if key is None: return None else: return key[0]
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import six def get_varval_from_locals(key, locals_, strict=False): """ Returns a variable value from locals. Different from locals()['varname'] because get_varval_from_locals('varname.attribute', locals()) is allowed """ assert isinstance(key, six.string_types), 'must have parsed key into ...
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def Segments(n): """ n has to be greater than 3 """ # divide Segment into 2 sub Segments if n % 2 == 0: n_1 = n / 2 n_2 = n / 2 else: n_1 = (n + 1) / 2 n_2 = n - n_1 # determine the checking point index of the two sub Segments if n_1 % 2 == 0: n_1_checking_point = n_1 / 2 else: ...
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def train_reformat(train_Xy): """ Group train_Xy into articles, with a dictionary containing true and false rows """ xy = {} for row in train_Xy: p_id = row['p_id'] sentences = row['sentence_span'] t = [] # for when the labels are true f = [] # for when the labels are...
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def f(): """ -> int """ 42 + 2 return 42
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import os def _normalize(filename): """ .. function:: _normalize(filename) Prepends the filename with the path pointing to the main file. :type filename: string :rtype: string """ abs_path = os.path.abspath(__file__) dir_name = os.path.dirname(abs_path) return os.path.join(dir_name, ...
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def by_data(): """ :return: a key function that returns a message's ``data`` field. """ return lambda msg: msg['data']
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def _calculate_pages_number(per_page, records_count): """Return pages number. :param per_page: (int) results number fot one page. :param records_count: (int) total records count. """ quotient, remainder = divmod(records_count, per_page) if remainder > 0: return quotient + 1 return q...
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import math def rotate(v1, angle): """ rotates the vector by an angle around the z axis :param v1: The vector that will be rotated :param angle: The angle to rotate the vector by :return: The vector rotated around the z axis by the angle """ x, y, z = v1 # Rotation transformation ...
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def is_waiting_state(state, num_of_servers): """Checks if waiting occurs in the given state. In essence, all states (u,v) where v > C are considered waiting states. Set of waiting states: S_w = {(u,v) ∈ S | v > C} Parameters ---------- state : tuple a tuples of the form (u,v) num_o...
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from typing import OrderedDict def map_to_sql(sql_type, column_dict): """ Converts soct_type_map to be readable by Civis API. """ sql_map = OrderedDict({k: sql_type[v] for k, v in column_dict.items()}) return sql_map
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def get_DNA_seq(mutant_position, all_lines): """ Get the DNA lines as a list knowning the mutant position. :param all_lines = [str] :param mutant_position: int :rtype: [str] """ dna_lines = [] for i in range(mutant_position + 2, len(all_lines)): line = all_lines[ i ] if...
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def attributes(instance): """Return all constant attributes of an instance. This skips over things that require executing code such as properties. """ i, t = ( set(dir(_)) for _ in (instance, instance.__class__)) result = {} for k in i: v = getattr(instance.__class__, k, callable) ...
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import bz2 def bz2_open(file_name, mode): """ Wraps bz2.open to open a .bz2 file. Parameters ---------- file_name : str mode : str Returns ------- file Raises ------ RuntimeError If bz2 is not available. """ assert mode in ('r', 'w') if bz2 is None: raise RuntimeError('bz2 m...
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def _get_remote_field(field): """ Compatible with Django 1.8~1.10 ('related' was renamed to 'remote_field') """ if hasattr(field, 'remote_field'): return field.remote_field elif hasattr(field, 'related'): return field.related else: return None
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def sanitize_gene_col(metadata_df, gene_col, control_barcodes): """ Sanitize metadata information Arguments: metadata_df - a pandas dataframe storing at least a column indicated by gene_col gene_col - the column to sanitize control_barcodes - a list of entries in the gene column to ignore sanit...
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def get_parameter_list_from_force(force, paramlist): """Create a function that returns the paramters of a function type. First, we need make some additions to the parameter list dictionary, which we do once when the forcedata script is imported. Useful to put the forces here as well. We won't make th...
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def fix_colwidth(n_columns, width_str="MAKE COLUMN THIS WIDE"): """adds a hidden row to the bottom of the table with text width_str, forcing each column to be at least as wide as width_str""" html = """<tr> <th class="colwidth" rowspan=1></th> <th></th> """ for _ in range(n_col...
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def convert_str_list(my_string): """ Function to convert from string to list. The create_set() function requires a specific input. Parameters ---------- my_string : str Input string. Returns ------- list The input string converted to list. """ return my_str...
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def create_composition_of_transformations(input_functions): """Function to create a composition of transformations. Args: input_functions (list): list with the following shape: [transformation_function_1, untransform_point_function_1, transformation_function_2, untransform_point_function_2,...
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def reshape_fortran(tensor, shape): """The missing Fortran reshape for mx.NDArray Parameters ---------- tensor : NDArray source tensor shape : NDArray desired shape Returns ------- output : NDArray reordered result """ return tensor.T.reshape(tuple(rever...
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from typing import List def max_amount_dp(row: List[int]) -> int: """ Max(i, j) = Max( row[i] + min(Max(i+2, j), Max(i+1, j-1)), row[j] + min(Max(i+1, j-1), Max(i, j-2)) ) """ size = len(row) max_amount = [[0] * size for _ in range(size)] for index in range(size): ...
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def get_non_conflicting_name(template, conflicts, start=None, get_next_func=None): """ Find a string containing a number that is not in conflict with any of the given strings. A name template (containing "%d") is required. You may use non-numbers (strings, floats, ...) as well. In this case ...
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def onebindingsite(x, A, B, C, D): """One binding site model y = A * x / (B + x) + C * x + D A is max B is Kd C is nonspecific D is background """ return A * x / (B + x) + C * x + D
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from typing import Tuple import re import warnings def _parse_glibc_version(version_str: str) -> Tuple[int, int]: """Parse glibc version. We use a regexp instead of str.split because we want to discard any random junk that might come after the minor version -- this might happen in patched/forked vers...
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def cutting_rope(l_rope): """ :param l_rope: length of rope :return: max of mul """ if l_rope < 2: return 'Invalid Input' max_mul = [0, 1, 2, 3] + [0]*(l_rope-3) for l in range(4, l_rope+1): max_mul[l] = max(max_mul[res] * max_mul[l-res] for res in range(1, l-1)) return m...
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from typing import Optional def decode_cookies(string_to_decode: Optional[str] = None) -> Optional[str]: """ Decode the latin-1 string, and encode it to utf-8. Args: string_to_decode: string to decode Returns: Optional[str]: decoded string """ if string_to_decode: ret...
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def remove_characters_from_entities(characters, entities): """ Consolidate character and entities found by removing characters from entities. Parameters: characters: list of the characters found entities: list of the entities found Returns: updated characters and entities lists ""...
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def websafe(s): """return a string with HTML-safe text""" s=s.replace("<","&lt;").replace(">","&gt;") s=s.replace(r'\x',r' \x') s=s.replace("\n","<br>") return s
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import os import shutil def ArchiveFile(file_to_archive, archive_dir): """Archives the specified file. Args: file_to_archive: Full path to file to archive. archive_dir: Local directory for archiving. Returns: The base name of the archived file. """ filename = os.path.basename(file_to_archive) ...
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