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def rev(arr): """Reverse array-like if not None""" if arr is None: return None else: return arr[::-1]
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def get_dpv(statvar: dict, config: dict) -> list: """A function that goes through the statvar dict and the config and returns a list of properties to ignore when generating the dcid. Args: statvar: A dictionary of prop:values of the statvar config: A dict which maps constraint props to the ...
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def compile_dir(dbt_project_file): """Return a path to the directory with compiled files.""" d = dbt_project_file.parent return d / "target" / "compiled" / "test" / "models"
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def encode_label(label: str) -> int: """ Encodes a label into a number If there is no label, the number is 0. Othewise, the number is the index in the sequence: ``` A1, B1, C1, D1, E1, A2, B2, C2, ... ``` A, B, C, D, E are interpretted as A1, B1, C1, D1, E1, respectively. """ if not label: return 0 # p...
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import torch def quaternion_to_rotmat_jac(q): """ Converts batched quaternions q of shape (batch, 4) to the jacobian of the corresponding rotation matrix w.r.t. q of shape (batch, 9, 4) """ qr = q[:, 0:1] qi = q[:, 1:2] qj = q[:, 2:3] qk = q[:, 3:4] z = torch.zeros_like(qk) r1...
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def _parameter_present(query_string, key, value=None): """ Check whether the given key/value pair is present in the query string. If the value is blank, it simply checks for the presence of the key """ already_there = False if query_string: for p in query_string.split('&'): k...
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import torch def weighted_dice_loss( prediction, target_seg, weighted_val: float = 1.0, reduction: str = "mean", eps: float = 1e-8, ): """ Weighted version of Dice Loss Args: prediction: prediction target_seg: segmentation target weighted_va...
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import json def parse_file(filepath: str): """[loads a json file and returns a python object] Args: filepath (str): [path to json file] Returns: [type]: [a python object] """ f = open(filepath) data = json.load(f) f.close() return data
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def onOffFromBool(b): """Return 'ON' if `b` is `True` and 'OFF' if `b` is `False` Parameters ---------- b : boolean The value to evaluate Return ------ 'ON' for `True`, 'OFF' for `False` """ #print(b) r = "ON" if b else "OFF" return r
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from datetime import datetime def parse_yyyy_mm_dd(d): """ :param d: str Date in the form yyyy-mm-dd to parse :return: datetime Date parsed """ d = str(d).strip() # discard jibberish return datetime.strptime(d, "%Y-%m-%d")
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import re def has_diacritics(string: str) -> bool: """ Check if the string contains diacritics. :param string: String to be checked :type string: str :return: :rtype: bool """ return bool(re.search("[゙゚゛゜]", string))
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import collections def calc_topic_uniqueness(top_words_idx_all_topics): """ This function calculates topic uniqueness scores for a given list of topics. For each topic, the uniqueness is calculated as: (\sum_{i=1}^n 1/cnt(i)) / n, where n is the number of top words in the topic and cnt(i) is the coun...
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def cmmdc(x, y): """Computes CMMDC for two numbers.""" if y == 0: return x return cmmdc(y, x % y)
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import io def bufferize(f, buf): """Bufferize a fileobject using buf.""" if buf is None: return f else: if (buf.__name__ == io.BufferedWriter.__name__ or buf.__name__ == io.BufferedReader.__name__): return buf(f, buffer_size=10 * 1024 ** 2) return buf(f)
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def select_features_by_type(features: list, feature_type: str) -> list: """ Selects features from a list of BitomeFeatures that have the provided type as their .type attribute :param List[BitomeFeature] features: the list of BitomeFeature objects (or sub-objects thereof) from which to extract features o...
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import json def read_json(filepath): """Read a JSON file""" try: with open(filepath, "r") as file: return json.load(file) except IOError: exit()
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def drop_labels(events, min_pct=.05): """ Snippet 3.8 page 54 This function recursively eliminates rare observations. :param events: (data frame) events :param min_pct: (float) a fraction used to decide if the observation occurs less than that fraction :return: (data frame) of events "...
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def parse_date(yyyymmdd): """Convert yyyymmdd string to tuple (yyyy, mm, dd)""" return (yyyymmdd[:-4], yyyymmdd[-4:-2], yyyymmdd[-2:])
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import operator def sortModules(modules): """Sorts a given list of module objects by their stage""" return sorted(modules, key=operator.attrgetter("stage"))
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def get_shape(coordinates): """ Return shape of coordinates Parameters ---------- coordinates : :class:`xarray.DataArrayCoordinates` Coordinates located on a regular grid. Return ------ shape : tuple Tuple containing the shape of the coordinates """ return tuple...
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def CreateIndexMessage(messages, index): """Creates a message for the given index. Args: messages: The Cloud Firestore messages module. index: The index ArgDict. Returns: GoogleFirestoreAdminV1beta2Index """ # Currently all indexes are COLLECTION-scoped query_scope = (messages.GoogleFirestoreAd...
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def has_block_sibling(item): """ Test if passed node has block-level sibling element @type item: ZenNode @return: bool """ return item.parent and item.parent.has_block_children()
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def a2p(sep, m1, m2): """ It computes the period (day) given m1 (Msun), m2 (Msun) and the sep (Rsun). """ yeardy=365.24 AURsun=214.95 p = ((sep/AURsun)**3./(m1 + m2))**(0.5) return p, p*yeardy
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from typing import List def at_least_one(annotations: List[bool]): """Returns True if at least one of the annotations is True. Args: - annotations: A list of annotations. Returns: - True if at least one of the annotations is True. """ return any(annotations)
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def is_n_pandigital(n): """Tests if n is 1-len(n) pandigital.""" if len(str(n)) > 9: return False if len(str(n)) != len(set(str(n))): return False m = len(str(n)) digits = list(range(1, m+1)) filtered = [d for d in str(n) if int(d) in digits] return len(str(n)) == len(filtere...
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def isWallTri(sheet_mesh, is_wall_vtx): """ Determine which triangles are part of a wall (triangles made of three wall vertices). """ return is_wall_vtx[sheet_mesh.triangles()].all(axis=1)
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import ast def get_dependencies_from_ast(tree): """Return list with imported modules found in tree.""" imports = [] for node in ast.walk(tree): if isinstance(node, ast.Import): for name in node.names: imports.append(name.name) if isinstance(node, ast.ImportFrom)...
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import re def normalize_whitespace(text): """ This function normalizes whitespaces, removing duplicates. """ corrected = str(text) corrected = re.sub('\s', ' ', corrected) corrected = re.sub(r"( )\1+",r"\1", corrected) return corrected.strip(" ")
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def after_request(response): """ Set header - X-Content-Type-Options=nosniff, X-Frame-Options=deny before response """ response.headers['X-Content-Type-Options'] = 'nosniff' response.headers['X-Frame-Options'] = 'deny' return response
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import re def first_match(pattern, string): """Return the first match of <pattern>""" match = re.search(pattern, string) if not match: return None return match.group()
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def retrieval_precision(gold, predicted): """ Compute retrieval precision on the given gold set and predicted set. Note that it doesn't take into account the order or repeating elements. :param gold: the set of gold retrieved elements :param predicted: the set of predicted elements :return: pre...
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import hashlib def get_fake_gid(grpname): """Use if we have strict_ldap_groups off, to assign GIDs to names with no matching Unix GID. We would like them to be consistent, so we will use a hash of the group name, modulo some large-ish constant, added to another large-ish constant. There is a cha...
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def FindClashes(chains_fixed, re_chain_movil): """Searches for clashes between pairs of chains. Arguments: chains_fixed -- list of residues re_chain_movil -- list of chains Returns: True if it finds one clash between the residues of chains_fixed and any residue belonging to the chains of re_chain_movil Fal...
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def sanitize_column_name(i): """Sanitize column name.""" return i.replace('-', '_')
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def url(request): """ Return URL specified in command line. * if `--url` parameter is set use it * raise error if url is not set """ if request.config.option.url: return request.config.option.url raise ValueError( "Please provide URL in format https://site-domain/site-p...
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def get_file_str(path, num_files, labelled=False, valid_split=None, split_count_thre=None, subset_pct=100): """ Create unique file name for processed data from the number of files, directory name, validation split type, and subset percentage """ # grab the directory name as part of ...
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def bullet(text): """ turns raw text into a markdown bullet""" return '- ' + text
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def blank_line(ascii_file): """Returns True if the next line contains only white space; False otherwise (including comments).""" file_pos = ascii_file.tell() line = ascii_file.readline() ascii_file.seek(file_pos) if len(line) == 0: return True # end of file words = line.split() ret...
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from typing import Hashable def set_child_key(parent_dict, parent_key, key, value): """Take dictionary of url components, and update 'key' with 'value'. args: parent_dict (dict): dictionary to add parent_key to parent_key (str|int|other hashable type): parent key to add to the parent_dict ...
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import torch def approx_ndcg(scores, relevances, alpha=10., mask=None): """Computes differentiable estimate of NDCG of scores as following. Uses the approximation framework from Qin et. al., 2008 IDCG = sum_i (exp(rel[i]) - 1) / ln(i + 1) DCG = sum_i (exp(rel[i]) - 1) / ln(pos(score, i) + 1) pos(sco...
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def ternary_search(left, right, key, arr): """ Find the given value (key) in an array sorted in ascending order. Returns the index of the value if found, and -1 otherwise. If the index is not in the range left..right (ie. left <= index < right) returns -1. """ while right >= left: mid1 ...
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def is_multi_geometry(geom): """ Whether the shapely geometry is a Multi or Collection type. """ return 'Multi' in geom.geom_type or 'Collection' in geom.geom_type
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import re def dropdot(sentence): """Drop the period after a sentence.""" return re.sub("[.]$", "", sentence)
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from typing import Any def none_or_blank_string(x: Any) -> bool: """ Is ``x`` either ``None`` or a string that is empty or contains nothing but whitespace? """ if x is None: return True elif isinstance(x, str) and not x.strip(): return True else: return False
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from datetime import datetime def change_datetime_format(the_datetime): """Change the format of the datetime value to a true python datetime value.""" year = int(the_datetime[:4]) month = int(the_datetime[5:7]) day = int(the_datetime[8:10]) try: hour = int(the_datetime[11:13]) min...
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def move_item_to_list(list_of_lists, target_list_idx): """Takes a list of lists and moves one item to the list specified from the next list. This function works in-place upon the list of lists. Args: list_of_lists (list): A list of lists. target_list_idx (int): Index of the list that ...
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def peal_speed_to_blow_interval(peal_minutes: float, num_bells: int) -> float: """ Calculate the blow interval from the peal speed, assuming a peal of 5040 changes """ peal_speed_seconds = peal_minutes * 60 seconds_per_whole_pull = peal_speed_seconds / 2520 # 2520 whole pulls = 5040 rows return seconds...
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def validate_plurals(plurals): """ Removes trailing new lines from the values """ validated = {} for key, value in plurals.items(): validated[key] = [plural.rstrip("\n\r") for plural in value] return validated
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def _override_tlim(tlim_base, tlim_override): """Override None entries of tlim_base with those in tlim_override.""" return tuple([override if override is not None else base for base, override in zip(tlim_base, tlim_override)])
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import requests def create_new_corridor_report( access_token, start_date, end_date, corridors, granularity, map_version ): """Create new INRIX Roadway Analytics report for specified corridor(s). Args: access_token (str): Get from seperate endpoint start_date (str): "YYYY-MM-DD" en...
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def unwrap(text): """Unwrap a hard-wrapped paragraph of text. """ return ' '.join(text.splitlines())
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def _nested(submatch, match): """Check whether submatch is nested in match""" ids_submatch = set((key, tok.id) for key, tok in list(submatch.items())) id_match = set((key, tok.id) for key, tok in list(match.items())) return set.issubset(ids_submatch, id_match)
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def strip_metacols(header, cols=['Name', 'Rank', 'Lineage']): """Extract ordered metadata columns from the right end of a table header. Parameters ---------- header : list Table header. cols : list, optional Candidate columns in order. Returns ------- list Table...
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from typing import Dict def exclude_none_values(dictionary: Dict) -> Dict: """ Create a new dictionary, removing the keys whose value is None. Args: dictionary: Source dict Examples: >>> exclude_none_values({'a': None, 'b': 1}) {'b': 1} """ return {k: v for k, v in dic...
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def resolved_name(pkg): """ Return the resolved name for the given package """ return "%s %s" % (pkg.name, pkg.arch)
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from typing import Callable from typing import Iterable from typing import Tuple from typing import List import inspect import itertools def override_args_kwargs(f: Callable, args: Iterable, kwargs: dict, new_kwargs: dict) -> Tuple[List, dict]: """Overrides positional and keyword arguments according to signature ...
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import pytz from datetime import datetime def get_time_at_timezone(timezone): """ Get the current time a a time zone. Args: timezone: Returns: time at the requestd timezone """ tz = pytz.timezone(timezone) now = datetime.now(tz=tz) target_tz = pytz.timezone(timezone) retu...
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def get_special_case_tol(dataset, tree_type, method, default_tol=1e-5): """ Special cases for `leaf_inf` and `leaf_refit`. Input dataset: str, dataset. tree_type: str, tree-ensemble model. method: str, explainer. default_tol: float, original tolerance. Return - ...
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def double_day(bday_1, bday_2, n=2): """Return the day when one person is twice as old as the other, given their birthdays. Optionally find when one person is n times older. bday_1, bday_2: date (or datetime) objects. Must be the same type. n: number, > 1 """ # Double day will be when the younge...
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def get_total_seconds(time_delta): """ Returns the total number of seconds in a passed timedelta """ return (time_delta.microseconds + (time_delta.seconds + time_delta.days * 24 * 3600) * 10**6) / 10**6
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def get_reqs(fname): """ Get the requirements list from the text file JCC 03.10.2020 :param fname: the name of the requirements text file :return: a list of requirements """ file = open(fname) data = file.readlines() file.close() return [data[i].replace('\n', '') for i in range(l...
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def find_matrix_size(coordinates): """ This finds the maximum x and y values from the list of coordinates coordinates -> dict of coordinate objects returns max rows and columns values, plus 1 added space because of 0 indexing """ max_x = 0 max_y = 0 for key, coordinate in co...
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def register_parser(parser_dict, name=None, force=False): """Register a parser function. A record will be added to ``parser_dict``, whose key is the specified ``name``, and value is the function itself. It can be used as a decorator or a normal function. Example: >>> BACKWARD_PARSER_DICT =...
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def get_ir_frame_number(rgb_idx, n_ir, n_rgb): """Returns index of IR frame corresponding to the RGB frame idx.""" ir_idx = round(n_ir*float(rgb_idx)/n_rgb) return ir_idx
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def get_disks_from_domain(domain_xml): """ From the ElementTree of a domain, get the set of device names for all disks assigned to the domain. Parameters ---------- domain_xml: ElementTree The xml representation of the domain. Returns ------- set The set of ...
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from typing import Set from pathlib import Path def expand_path(path) -> Set[Path]: """ If ``path`` points to a directory, return all files within the directory (recursively). Otherwise, return a set that contains ``path`` as its sole member. """ if path.is_dir(): return set(path.glob('**/*')) return {path}
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def reboot(isamAppliance, check_mode=False, force=False): """ Reboot the appliance """ if check_mode is True: return isamAppliance.create_return_object(changed=True) else: return isamAppliance.invoke_post("Rebooting appliance", "/diagnostics/r...
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def _is_valid_ticker(ticker: str) -> bool: """Helper to drop tickers/terms with unwanted patterns""" restricted = ["Overnight", "W"] for el in restricted: if el in ticker: return False return True
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def add_producer_function(new_producer_list, xml_producer_function_list, output_xml): """ Check if input list is not empty, write in xml for each element and return update list if some updates has been made Parameters: new_producer_list ([Data_name_str, Function]) : Data's name and prod...
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def response_creator(text, card): """ Builds a response with speech part and Alexa appcard contents :param text: text to be spoken :param card: text for the app card :return: JSON object to be returned """ text_item = {"type": "PlainText", "text": text} card_item = {"type": "Simple", "ti...
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def unique(in_list, key=None): """Unique values in list ordered by first occurance""" uniq = [] if key is not None: keys = [] for item in in_list: item_key = key(item) if item_key not in keys: uniq.append(item) keys.append(item_key) ...
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def renaming_modelGW(name): """Renaming variables. This function simply translates variable names used in the code into Latex style variables usable in plots. These rules are valide for the double adder model Parameters ---------- name : list of strings list of names to translate ...
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def align_rows(rows, bbox): """ For every row, align the left and right boundaries to the final table bounding box. """ try: for row in rows: row['bbox'][0] = bbox[0] row['bbox'][2] = bbox[2] except Exception as err: print("Could not align rows: {}".format...
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import yaml def get_config(config_file_path): """Convert config yaml file to dictionary. Args: config_file_path : Path Path to config directory. Returns: config : dict Config represented as dictionary. """ with open(config_file_path) as data: confi...
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def _str_eval_true(eval, act, ctxt, x) : """Returns the Python 'not' of the argument.""" return [not x]
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import json def merge_jsons_single_level(filenames): """ Merge a list of toplevel-dict json files. Union dicts at the first level. Raise exception when duplicate keys encountered. Returns the merged dict. """ merged = {} for filename in filenames: with open(filename) a...
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def mod_inverse(x, p): """Given 0 <= x < p, and p prime, returns y such that x * y % p == 1. >>> mod_inverse(2, 5) 3 >>> mod_inverse(3, 5) 2 >>> mod_inverse(3, 65537) 21846 """ return pow(x, p - 2, p)
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def _read_file(path): """ Returns the contents of the file at ``path``. """ with open(path) as f: expected_output = f.read() return expected_output
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def format_as_index(container, indices): """ Construct a single string containing indexing operations for the indices. For example for a container ``bar``, [1, 2, "foo"] -> bar[1][2]["foo"] Arguments: container (str): A word to use for the thing being indexed indices (se...
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def get_body(response): """Access the response body from an HTTP response. Args: response (object): The HTTP response object. Returns: bytes: The body of the ``response``. """ return response.content
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import re def clean_field_type(field, row=None): """Determines the value of what to run the logic against. This might be a calculated value from the current row, or a supplied value, such as a number. Parameters ---------- field - str, int, or float, logic field to check r...
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def first(iter): """Helper function that takes an iterable and returns the first element. No big deal, but it makes the code readable in some cases. It is typically useful when `iter` is (or can be) a generator expression as you can use the indexing operator for ordinary lists and tuples.""" fo...
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def flipx(tile): """ Return a copy of the tile, flipped horizontally """ return list(reversed(tile))
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def split_haiku(haiku): """Split haiku, remove the period and new_line""" word_array = haiku.lower().replace('.', '').split() return word_array
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def _version_tuple_to_string(version_tuple): """Convert a version_tuple (major, minor, patch) to a string.""" return '.'.join((str(n) for n in version_tuple))
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def join_places_building_data(places_proj, buildings_proj): """ Add summary building data onto city blocks. Requires columns to be present in the gdfs generated by other functions in osmuf. Parameters ---------- places_proj : geodataframe buildings_proj : geodataframe Returns ...
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def distinct(keys): """ Return the distinct keys in order. """ known = set() outlist = [] for key in keys: if key not in known: outlist.append(key) known.add(key) return outlist
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def eq100 (A, B, C, D, E, T): """Chemsep equation 100 :param A: Equation parameter A :param B: Equation parameter B :param C: Equation parameter C :param D: Equation parameter D :param E: Equation parameter E :param T: Temperature in K""" return A + B*T + C*(T**2) + D*(T**3) + E*(T**4)
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import random import string def gen_string(n: int) -> str: """ Generate a new string of N chars """ return ''.join([random.choice(string.ascii_lowercase) for i in range(n)])
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def label_language(language: str) -> str: """Convert scenario language to place in a resource label.""" return { 'c++': 'cxx', }.get(language, language)
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def sfo(x0, rho, optimizer, num_steps=50): """ Proximal operator for an arbitrary function minimized via the Sum-of-Functions optimizer (SFO) Notes ----- SFO is a function optimizer for the case where the target function breaks into a sum over minibatches, or a sum over contributing functio...
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def to_camel_case(s): """ Converts a given name to camel case and removes any '_' """ return ''.join(list(map(lambda x: x.capitalize(), s.split('_'))))
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def get_overtime(row): """ Whether or not the game was decided in overtime """ return ('OT' in row['Home Score']) or ('OT' in row['Away Score'])
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def sort_project_list(in_list): """ Sort and clean up a list of projects. Removes duplicates and sorts alphabetically, case-insensitively. """ # replace spaces with underscores in_list_2 = [i.replace(" ", "_") for i in in_list] # remove duplicate values if we ignore case # http://stacko...
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from pathlib import Path def file_exists(file_path: str) -> bool: """Checks if a file exists at `file_path` :param file_path: path to file whose existence is being checked. :type file_path: str :rtype: bool """ return Path(file_path).is_file()
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def errorConceal(interpPackets, pBuffer, receivedIndices, lostIndices, rowsPerPacket): """Performs packet loss concealment on the given data. # Arguments interpPackets: function object corresponding to a particular interpolation kind pBuffer: packets to be interpolated receivedIndices: ...
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def _consolidate_descriptive_type(descriptive_type: str) -> str: """ Convert type descriptions with "or" into respective type signature. "x or None" or "None or x" -> "Optional[x]" "x or x" or "x or y[ or z [...]]" -> "Union[x, y, ...]" Args: descriptive_type: Descriptions of an item's typ...
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def flat_header_val_to_dict(header_val): """ Transform a header string of comma separated parameters into a dict """ val_dict = {} val_comps = header_val.rsplit(',') if len(val_comps): for val_comp in val_comps: key, sep, val = val_comp.partition("=") if sep != "=...
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def unique_timestamps(data): """ Identify unique timestamps in a dataframe :param data: dataframe. The 'Time' column is used by default :returns: returns a numpy array """ unique_timestamps = data['Time'].unique() return unique_timestamps
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def filter_listkey_args(**kwargs): """ Filter pagination-related keyword arguments. Parameters: **kwargs: Arbitrary keyword arguments. Returns: dict: Keyword arguments relating to ListKey pagination. """ listkey_options = ['listkey_count', 'listkey_start'] listkey_args = {k...
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