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def rescale_fidelity(fidelity, floor_fidelity, new_floor_fidelity): """ Linearly rescales our fidelities to allow comparisons of fidelities across benchmarks fidelity: raw fidelity to rescale floor_fidelity: threshold fidelity which is equivalent to random guessing new_floor_fidelity: what we r...
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from typing import List from typing import Union from typing import Optional def linear_search(items: List, target: Union[int, str]) -> Optional[int]: """Returns the index position of the target if found, else None""" for index, value in enumerate(items): if items[index] == target: return ...
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def is_migration_initial(migration): """Return whether a migration is an initial migration. Initial migrations are those that set up an app or models for the first time. Generally, they should be limited to model creations, or to those adding fields to a (non-migration-aware) model for the first time. ...
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def tidy_correlation(df, columns=None, keep_identity_correlations=False, abs_val_correlations=False): """Given a dataframe and optionally subset of columns, compute correlations between all features. Enable keep_identity_correlations for including the correlation between a feature and itself. Enable abs_va...
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def get_private_member(element, key): """ This filter returns a private member of an element :param element: The requested object :type element: object :param key: The key of the private variable (without the leading underscore) :type key: str :return: The value of the private variable ...
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def get_wei(chain, accounts): """ Returns the wei for each address in `accounts` :param chain: populus chain interface :param accounts: List of adresses :return: List of weis """ web3 = chain.web3 weis = [] for irun, account in enumerate(accounts): wei = web3.eth.getBalance(acco...
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def gen7CipherList(birthYear): """Takes an integer birthyear and returns a sorted list of possible 7th CPR digit Input: birthYear, int, an integer indicating year of birth Output: poss7Cipher, list of str[1], ordered list of possible 7th cipher. Empty list if birthYear...
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def find_offset(text, call): """Takes in a text and function call and finds the start of call within text""" text_list = text.split('\n') offset = 0 for l in range(call.lineno - 1): # add 1 to account for newline characters offset += len(text_list[l]) + 1 offset += call.col_offset ...
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def initialisethisboard(boardtype): """Creates the board to play on. Just calls the class to initalise it.""" board = boardtype() # board[53] = pieces.PawnPiece('white') # # board[56] = pieces.KingPiece('black') # board[45] = pieces.KingPiece('white') board.setupnormalboard() return boar...
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def find_legal_form(legal_forms, name): """Find name if it contains any of legal forms Args: legal_forms (list[str]): ['株式会社', '有限会社', '合同会社'] name (str): 'TIS株式会社' Return: if find, ['株式会社'] else, [] """ for legal_form in legal_forms: if legal_form in name: return legal_form ...
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def _coerce_client_id(client_id): """ Ensure the provided client ID is a byte string. If a text string is provided, it is encoded as UTF-8 bytes. :param client_id: :class:`bytes` or :class:`str` instance """ if isinstance(client_id, type(u'')): client_id = client_id.encode('utf-8') ...
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import re def hasReNumbers(inputString): """ Return true if inputString contains numbers. Using regex.""" return bool(re.search(r'\d', inputString))
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import math def bin_concat(int_1, int_2, int_1_byte=None, int_2_byte=None): """Concatenate two integer. Steps: 1. Zero fill integers according to the given byte. 2. Concatenate two integers in binary. Parameters ---------- int_1 : int Left partition. int_2 : int ...
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def apply_precip_ceiling(ds, ceiling): """ Converts all precip values above a threshold to the threshold value, uniformly across space and time. Parameters ---------- ds : xr.Dataset ceiling : int or float Returns ------- xr.Dataset """ ds_corrected = ds.where(ds <= ceilin...
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def first(nodes): """ Return the first node in the given list, or None, if the list is empty. """ if len(nodes) >= 1: return nodes[0] else: return None
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def expectedCellId(data): """ Returns the expected cell index """ if not data[0] or data[1]<0: return -1 return data[2]
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def extract_relationtypes(urml_xml_tree): """ extracts the allowed RST relation names and relation types from an URML XML file. Parameters ---------- urml_xml_tree : lxml.etree._ElementTree lxml ElementTree representation of an URML XML file Returns ------- relations : dict...
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def is_palindrome(number): """ Check if a number is a palindrome. :param number: The int to check. :returns: True if the number is a palindrome, else False. """ number_string = str(number) reversed_number = ''.join(reversed(number_string)) return number_string == reversed_number
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def time_float_to_text(time_float): """Convert tramscript time from float to text format.""" hours = int(time_float/3600) time_float %= 3600 minutes = int(time_float/60) seconds = time_float % 60 return f'{hours}:{minutes:02d}:{seconds:05.2f}'
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from typing import Dict from pathlib import Path def find_csv_file(directory: str) -> Dict[str, Dict[str, str]]: """ Finds the priorirization.csv file in the input directory and uses the directory names to determine which method was used. This information is saced in a dictionary as: {phenotype : ...
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def verbatim(self, start): """ Find end of verbatim Arg: self(Builder): Code constructor start (int): current position in code Returns: int: index location of end of verbatim """ if self.code[start:start+3] != "___": self.syntaxerror(start, "verbatim start") return self.code.find("\...
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def _CheckTestHarnessImageEntityAndApiMessageEqual(entity, message): """A helper method to check equility. Args: entity: an instance of datastore_entities.TestHarnessImageMetadata. message: an instance of api_messages.TestHarnessImageMetadataMessage. Returns: A bool, whether the entity and message a...
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from pathlib import Path import gzip def _open_xdf(filename): """Open XDF file for reading.""" filename = Path(filename) # convert to pathlib object if filename.suffix == ".xdfz" or filename.suffixes == [".xdf", ".gz"]: f = gzip.open(filename, "rb") else: f = open(filename, "rb") ...
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def objectsNotNone(*objs): """ Checks if a tuple of objects is None. @param *objs: Tuple of objects to check. @return: False, if one object is None, else True. """ for obj in objs: if obj is None: return False return True
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def checkIfErrorJSONResponse(retval): """ Checks if the JSON returned is of the calss ErrorJSONReponse """ return retval.__class__.__name__ == "ErrorJSONResponse"
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def remove_blank_lines(player_data_list): """Remove blank lines. Args: player_data_list: player data list Returns: list with blank lines removed """ return [year for year in player_data_list if year[0] != '']
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def pretty_org_name(org_name): """Convert e.g. "homo-sapiens" to "Homo sapiens" """ first_letter = org_name[0].upper() return first_letter + org_name[1:].replace("-", " ")
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def make_subsequences(x, y, step=1, max_len=2 ** 31): """ Creates views to all subsequences of the sequence x. For example if x = [1,2,3,4] y = [1,1,0,0] step = 1 the result is a tuple a, b, where: a = [[1], [1,2], [1,2,3], [1,2,3,4] ] b = [1,1,0,0] Note that only a ...
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import re def _IsLocation(zone_or_location): """Returns whether "zone_or_location" is a location.""" return re.match(r'[a-z]+[0-9]?$', zone_or_location)
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def region_append_without_whitespace(book, rclass, start, end, *extra): """ Shrink the region (start, end) until there is no whitespace either end of the region. Then if it is non-zero, append the region to (rclass) Return true iff a region is added. """ if start is None: return if...
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import math def distance(p1,p2): """ Computes distance between two points. """ x1, y1 = p1 x2, y2 = p2 return math.sqrt((x2 - x1)**2 + (y2 - y1)**2)
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def get_sample_content(filename): """Return sample content form file.""" with open("tests/xml/{filename}".format(filename=filename), encoding="utf-8") as file: return file.read()
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def validate(lat, lon): """Validate the lat and lon values, return bool for validity """ try: lat_in_ak_bbox = 51.229 <= float(lat) <= 71.3526 lon_in_ak_bbox = -179.1506 <= float(lon) <= -129.9795 valid = lat_in_ak_bbox and lon_in_ak_bbox except ValueError: valid = Fa...
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import re def _get_async_response_id(text): """Extract async response message id. Arguments: text {str} -- text that may contain async response id (e.g PENDING gn4RLF8M ) Raises: ValueError -- [description] Returns: str -- async response id """ text = text.strip() ...
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def upcase(string): """Returns a copy of `string` with all the alphabetic characters converted to uppercase. :param string: string to uppercase. """ return string.upper()
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import typing def alignment_to_fasta(alignment: typing.Dict[str, str]) -> str: """ Convert alignment dict to fasta format Parameters ---------- alignment dict of key: aligned sequence Returns ------- fasta-formatted string """ fasta = [] for key, sequence in align...
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def fahr_to_kelv(temperature): """ Takes a temperature `temp` in fahrenheit and returns it in Kelvin """ kelvin = 5./9. * (temperature - 32.) + 273.15 return kelvin
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def readFile(name): """ Reads a text file. Args: name (str): The name of the file Returns: str: The content of the file. """ with open(name, "rt") as f: return ''.join(f)
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def get_table_meta(source_name, config): """Find and return table meta from source_name.""" if "_A_" in source_name: td = config['Annex'] else: td = config['Tables'] for chapter in td.keys(): for k, v in td[chapter].items(): if source_name.endswith(k.replace("-", "_")...
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def trusted_division(a, b): """ Returns the quotient of a and b Used for testing as 'trusted' implemntation of division. """ return a * 1.0 / b
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def _gc(seq: str) -> float: """Return the GC ratio of a sequence.""" return float(seq.count("G") + seq.count("C")) / float(len(seq))
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def compare(days, var_A=0, var_B=0, rw_pool_A=0, rw_pool_B=0, rw_pool_AB=0, fees_AB=0): """Compare for 2 assets, buy&hold strategy with separate staking and farming by liquidity pool providing. Considering: impermanent loss, fees earned and farming/staking rewards Args: days (int): days for...
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def secs2ms(seconds: int) -> int: """seconds to milliseconds""" return seconds * 1000
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def search2path(search_string): """Turn the input search string into a path entry for figures""" search_string = search_string.replace(':', '_') search_string = search_string.replace('=', '') search_string = search_string.replace(', ', '_') return search_string
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def ParseDurationToSeconds(duration): """Parses a string duration of the form HH:MM:SS into seconds. Args: duration: A string such as '12:43:12' (representing in this case 12 hours, 43 minutes, 12 seconds). Returns: An integer number of seconds. """ h, m, s = [int(t) for t in duration....
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from typing import Iterable def replace_linear_combinations(list_of_3x3_matrices, force_constant_prefactor): """ Given a list of 3x3 matrices, where elements can either be float values or lists representing linear combination of values, return a (copied) list of 3x3 matrices, where linear combination...
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def percent_to_float(s: str) -> float: """Parse a percentage string into a float.""" s = s.strip() if s.endswith('%'): s = s[:-1] return float(s) / 100.0
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def label_incl(row): """ Categorizes BMI calculations as Include, Implausible, or unable to calculate (Only Wt or Ht) """ if row["include_both"] == True: return "Include" elif (row["weight_cat"] == "Implausible") | (row["height_cat"] == "Implausible"): return "Implausible" else: ...
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def rgba(color): """ Return 4-element list of red, green, blue, alpha values. """ if color.startswith('rgba'): values = [int(v) for v in color[5:-1].split(',')] else: values = [int(v) for v in color[4:-1].split(',')] values.append(1) return values
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def npt_prod_finished(job): """Generate label if npt production is complete.""" return job.isfile("trajectory-npt.gsd") and job.isfile("log-npt.txt")
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import random def roll_dice(probability): """given a probability, generate 1 or 0""" randomResult = random.uniform(0, 1) if probability >= randomResult: return 1 else: return 0
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def load_file(filename: str) -> list: """Read file of seat locations :param filename: Location of seat input file :return: List of seat specification strings """ with open(filename, 'r') as f: seats = f.readlines() seats = [seat[:-1] for seat in seats] return seats
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def filter_numeric_column(df, col_name, num1, num2): """ Filter dataframe by the value of col_name (between num1, num2) :param df: Dataframe :param col_name: Column name :param num1: Number :param num2: Number :return: ...
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def _check_all_keys_hit_entry(entry, n_atoms, base_key): """ :param entry: routing entry discovered :param n_atoms: the number of atoms this partition covers :param base_key: the base key of the partition :return: the list of keys which this entry doesn't cover which it should """ bad_entri...
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def get_char_of_ascii_code(ascii_code: int) -> str: """ Returns char for provided ASCII code (decimal). """ return chr(ascii_code)
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def add_prefix(dict_like, prefix): """ takes a dict (or dict-like object, e.g. etree._Attrib) and adds the given prefix to each key. Always returns a dict (via a typecast). Parameters ---------- dict_like : dict (or similar) a dictionary or a container that implements .items() prefi...
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def make_multidir_mdrun_string_for_hrem(multidir_directories, gromacs_path='gmx_mpi', plumed_file='empty_plumed.dat', deffnm='HREM', tpr_file='HREM.tpr', ...
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def _complete(key_pb): """Determines whether a key protocol buffer is complete. A new key may be left incomplete so that the id can be allocated by the database. A key is considered incomplete if the last element of the path has neither a ``name`` or an ``id``. Args: key_pb (entity_pb2.Key)...
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def build_stop_word(stopword_filename): """ 引用停用词 :param stopword_filename:停用词文件名 :return:停用词列表 """ try: with open(stopword_filename, 'r', encoding='utf-8') as r: stopword = r.read() stop_word = stopword.split('\n') stop_list = [word for word in stop_w...
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import json def parse_input_file(input_filename): """ Read `input_file` as a json and return a list of keywords, result_type and proxies list (or empty list of not present int JSON) """ with open(input_filename, encoding="utf-8") as jsonfile: kwargs = json.loads(jsonfile.read()) resul...
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import random def make_first_key(path, book_dict): """Find a random key.""" first_key = random.choice(list(book_dict)) return first_key
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import socket def setup_socket() -> socket.socket: """ sets up a socket used by the client. blocking must be false since used in async context. :return: the clients socket used to connect to the processing server. """ sock = socket.socket() sock.setblocking(False) return sock
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from typing import Dict def handeye_metrics(population, environment) -> Dict: """ Analyzes all possible transition in maze environment and checks if there is a reliable classifier for it. Note: knowledge with/without block only works if env has note_in_hand set to True Parameters -------...
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def level_of_indent(state, indent): """ indent: str precondition: `state.indent_str` is not None returns: the whole number of non-overlapping `state.indent_str` in `indent` (i.e. the indentation level where `state.indent_str` is the base unit of indentation) """ return len(indent) // le...
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def validate_clientvpnendpoint_selfserviceportal(value): """ Validate SelfServicePortal for ClientVpnEndpoint. Property: ClientVpnEndpoint.SelfServicePortal """ VALID_CLIENTVPNENDPOINT_SELFSERVICEPORTAL = ("disabled", "enabled") if value not in VALID_CLIENTVPNENDPOINT_SELFSERVICEPORTAL: ...
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import math import logging def __closest_power_of_two(number): """Closest n^2. Example: >>> __closest_power_of_two(67) 64 >>> __closest_power_of_two(64) 64 Returns: Integer: Closest power of two. """ try: return int(math.pow(2, int(math.log(number,...
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def _set_domain_corner(ypoints, xpoints, grid_spacing): """ Set domain corner to create a grid around 0,0. Returns: Tuple[float, float]: (y,x) values of the bottom left corner of the domain """ y_start = 0 - ((ypoints - 1) * grid_spacing) / 2 x_start = 0 - ((xpoints - 1) * g...
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import requests import json def get_sections(course): """ Return the json dump from the api call to umd.io Parameters: classes (string): string of course_id Returns: A python data structure representing the json """ http_request = "https://api.umd.io/v1/courses/" + course + "/sections"...
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def getFileNameWithNewExtension(input_file, format): """ Takes an input_file name and applies new extension to it by: (i) replacing initial extension if there is one, OR (ii) just appending new extension. """ base_name = input_file last_four = base_name[-4:] found = last_four.find(".") ...
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def assert_(test, obj, msg=None): """ Raise an error if the test expression is not true. The test can be a function that takes the context object. """ if (callable(test) and not test(obj)) or not test: raise AssertionError(msg) return obj
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from typing import Callable from typing import Any def get_display_name(function: Callable[..., Any]): """ Get the display name for a step function based on the function name. Underscores will be replaced by spaces and each word will be capitalized. :param call: The calable for the step function ...
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def str2int(x): """ Convert string to integer """ return int(str(x))
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import inspect def get_annotations(func): """ Return dict for parameter name and type. Parameters ---------- func : Callable A function to get parameter name and type. The type must be specified as a type hint. Returns ------- Dict Parameter name and type tupl...
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def is_seq(li): """return True if input is either a list or a tuple. """ return isinstance(li, (list, tuple))
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def acceptIf(ev, cond): """Accept an event if a condition is True, else ignore it. :param ev: the event to accept or ignore :type ev: QEvent :param cond: the condition determining whether the event should be accepted or ignored :returns: whether the event was accepted or not """ if cond: ev.accept() else: ...
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from typing import Union def sround( x: Union[int, float, str], ndigits: int = 3, default: float = 0.0 ) -> str: """Round the number and return as a string. Args: x (int|float|str): Number to format. ndigits (int): Number of digits to enforce. default (float): Default value if rou...
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import itertools def peek(iterable): """ Get the first value of an iterator without iterating two times an iterator Args: iterable: An iterable Returns: The first value and an iterator to iterate all the values included the first one. """ try: first = next(iterable) ...
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def get_nested_dict_from_list(in_list) -> dict: """Convert list ['a','b','c'] to a nested dict {'a':{'b':{'c':{}}}} Args: in_list ([list]): list to convert Returns: [dict]: list converted to nested dict """ out = {} for key in reversed(in_list): out = {key: out} ret...
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def get_base_intervention(intervention_conf): """ Maps `conf` to the configuration filename in `configs/simulation/intervention/` folder. Args: intervention_conf (dict): an experimental configuration. Returns: (str): filename in `configs/simulation/intervention/` folder. """ #...
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def is_third_party_panoid(panoid): """ Returns whether or not a panoid refers to a third-party panorama. """ return len(panoid) > 22
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def bmi(height, weight): """Returns the BMI of a client with the given values. Formula used is: BMI = (weight * 703) / height ^2 """ return round(((weight * 703) / height**2), 1)
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from typing import List def list_minus(l: List, minus: List) -> List: """Returns l without what is in minus >>> list_minus([1, 2, 3], [2]) [1, 3] """ return [o for o in l if o not in minus]
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import ast def matches_namespace(node, namespace): """Determines if the ``ast.Call`` node corresponds to a matching namespace. Args: node (ast.Call): a node that represents a function call. For more, see https://docs.python.org/3/library/ast.html#abstract-grammar. namespace (str):...
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def _get_id_from_value(permissions, value): """Get id from value for appRoles or oauth2PermissionScopes.""" # https://docs.microsoft.com/en-us/graph/api/resources/serviceprincipal?view=graph-rest-1.0#properties return next(p['id'] for p in permissions if p['value'] == value)
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import csv def get_one_stock_price(ticker, date, data_dir): """Gets the price of a stock at a certain date""" with open(data_dir + ticker + '.csv', 'r') as f: reader = csv.reader(f) price = 0 # ($) for row in reader: if row[0] == date: price = float(row[1][...
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def charge_deleted(charge): """ We don't want to display a green check box to mean deleted. We use text instead to make sure there is no misinterpretation. """ return 'Yes' if charge.deleted else 'No'
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import textwrap import itertools def rewrap(text, width=None): """ Rewrap text for output to the console. Removes common indentation and rewraps paragraphs according to the console width. Line feeds between paragraphs preserved. Formatting of paragraphs that starts with additional indentatio...
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def retrieve_id_list(list_of_ids): """ Parses a text file with individual IDs on newlines and returns them as a list """ with open(list_of_ids) as f: content = f.readlines() content = [x.strip('\n') for x in content] return content
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def get_ubids(chip_specs): """ Return all ubids from supplied chip-specs """ return [ts['ubid'] for ts in chip_specs]
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import yaml def read_yaml(path_to_yaml: str) -> dict: """ Reads a yaml file and returns a dictionary """ with open(path_to_yaml, 'r') as yaml_file: return yaml.safe_load(yaml_file)
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def build_transcript(inputs, result_lines): """Build a session transcript from a series of inputs and results.""" return "\n".join( " "*6 + inp + ("\n" if res else "") + "\n".join(res) for inp, res in zip(inputs, result_lines) )
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def get_range(padding, *args): """Get a [min, max] for all of the data passed as *args.""" if not isinstance(padding, tuple): padding = (padding, padding) all_data = [item for lst in args for item in lst] return [min(all_data) - padding[0], max(all_data) + padding[1]]
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import time async def bench_to_arrow(client): """Test how long it takes to create a view on the remote table and retrieve an arrow.""" table = client.open_table("data_source_one") view = await table.view() start = time.time() arrow = await view.to_arrow() end = time.time() - start asse...
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def sexp_indent(s, tab=" "): """Indent an S-expression string. Args: s (string): S-expression string. tab (string, optional): Indentation string. Defaults to " ". Returns: string: Indented S-expression. """ out_s = "" indent = "" nl = "" # First '(' will not...
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def listify(x): """ Returns [] if x is None, a single-item list consisting of x if x is a str or bytes, otherwise returns x. listify(None) -> [] listify("string") -> ["string"] listify(b"bytes") -> [b"bytes"] listify(["foo", "bar"]) -> ["foo", "bar"] :param x: What to listify. :return:...
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def rgbToStrhex(r, g, b): """r (int), g (int), b (int): rgb values to be converted Returned value (str): hex value of the color (ex: #7f866a""" return '#%02x%02x%02x' % (r, g, b)
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import re def get_urls(inputfiles): """ This function takes as input the list of files containing the hostnames and normalizes the format of the hostnames in order to be able to perform valid HTTP/HTTPS requests. Args: inputfiles -- list of inputfiles Returns: urls -- list of n...
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from typing import List from typing import Tuple def _to_physicist_index_order(facs: List[Tuple[int, str]]) -> Tuple[List[Tuple[int, str]], int]: """Reorder the factors `facs` to be two raising operators followed by two lowering operators and return the new factors and the phase incurred by the reordering. No...
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def FindRecentBuilds(ab_client, branch, target, build_type='submitted', build_attempt_status=None, build_successful=None): """Queries for the latest build_ids from androidbuild. Args: ab_client: The androidbuild API client. branch: The name of ...
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def y_from_m_b_x(m, b, x): """ get y from y=mx+b :param m: slope (m) :param b: b :param x: x :return: y from y=mx+b """ return m * x + b
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