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def convert_into_ascii(dec): """ Convert the given input into ASCII """ char = str(chr(dec)) return char
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def deepmap(func, seq): """ Apply function inside nested lists >>> inc = lambda x: x + 1 >>> deepmap(inc, [[1, 2], [3, 4]]) [[2, 3], [4, 5]] """ if isinstance(seq, list): return [deepmap(func, item) for item in seq] else: return func(seq)
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def get_endpoint(nautobot, term): """ get_endpoint(nautobot, term) nautobot: a predefined pynautobot.api() pointing to a valid instance of Nautobot term: the term passed to the lookup function upon which the api call will be identified """ endpoint_map = { ...
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def center_id_from_filename(filename): """Given the name of a rollgen PDF output file, return the center_id embedded in that name""" # Fortunately all filenames are of the format NNNNN_XXXXXX.pdf where NNNNN is the center id # and everything else comes after the first underscore. return int(filename[:fi...
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def transcript(cloud_response): """Get text transcription with the highest confidence from the response from google cloud speech-to-text service. Args: cloud_response: response from speech-to-text service Returns: (transcription, confidence): string value of transcription ...
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from typing import Any def _default_key_func(item: Any): """Key function that orders based upon timestampMs value.""" return item.get("timestampMs")
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def scalar_floordiv(x, y): """Implementation of `scalar_floordiv`.""" return x.__floordiv__(y)
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def volt2temp(volt): """ Returns the temperature in float format from float voltage Eq at: http://ww1.microchip.com/downloads/en/DeviceDoc/20001942G.pdf """ return (volt - 0.5) / 0.010
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import json def read_from_file(file_name): """Read data from file""" with open(file_name, 'r') as load_file: data = json.load(load_file) return data
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def mean_photon_v(pk1,pk2,pk3,mu1,mu2,mu3): """ Calculate the mean photon number for a signal sent by Alice. This function uses individual values. Parameters ---------- pk1 : float Probability that Alice prepares a signal with intensity 1. pk2 : float Probability that Alice ...
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def CsvEscape(text): """Escapes data entry for consistency with CSV format. The CSV format rules: - Fields with embedded commas must be enclosed within double-quote characters. - Fields with embedded double-quote characters must be enclosed within double-quote characters, and each of the embedd...
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from typing import Union def string_to_number(string: str) -> Union[int, float]: """Helper for converting numbers to string and keeping their original type.""" return float(string) if "." in string else int(string)
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def fib_recursivo(n): """ Función recursiva que devuelve el término n de la secuencia de Fibonacci @param n: posición a devolver @return: El término n de la secuencia """ if n == 0: res = 0 elif n == 1: res = 1 else: res = fib_recursivo(n - 1) + fib_re...
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def avg(first_num, second_num): """computes the average of two numbers""" return (first_num + second_num) / 2.0
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def list_workers(input_data, workerlimit): """ Count number of threads, either length of iterable or provided limit. :param input_data: Input data, some iterable. :type input_data: list :param workerlimit: Maximum number of workers. :type workerlimit: int """ runners = len(input_data) ...
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def upper(input_string: str) -> str: """Convert the complete string to uppercase.""" return input_string.upper()
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def auth_set(hashed_sks, auth_set_indices, height, hashfun): """Return the authentication set defined by the given indices. Keyword arguments: hashed_sks -- the hased secret key components which form the leaves of the tree auth_set_indices -- A list of tuples (h, i) defini...
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def read_credentials(filepath='.yelp/credentials'): """Read credential file and return dictionary of important information""" with open(filepath, 'r') as f: contents = f.readlines() credentials = {} key_items = ['client_id', 'api_key'] for line in contents: for item in key_items: ...
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def get_ns(tag): """ Extract namespace. This function is opposite to get_local_name, in that it returns the first part of the tag: the namespace. Parameters ---------- tag : str Tag to process. """ p_open = tag.find('{') p_close = tag.find('}...
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import ast def convert_types_in_dict(xml_dict): """ Evaluates all dictionary entries into Python literal structure, as dictionary read from XML file is always string. If value can not be converted it passed as it is. :param xml_dict: Dict - Dictionary of XML entries :return: Dict - Dictionary with...
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def get_parameters(parameters): """ Gives confidence and support, also if not given in parameters """ confidence = parameters.get("min_confidence", 0.75) support = parameters.get("min_support", 2) return confidence, support
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import math def ZScore_GeneGo(n, N, n1, n2): """Each subnetwork is associated with a Z-score which ranks the subnetworks according to saturation with the objects from the initial gene list. The Z-score ranks the subnetworks of the analyze network algorithm with regard to their saturation with genes from the exper...
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def read_acl_file(filename): """Read contents of given acl file. Args: filename: name of file to be read for acl information Returns: list: list containing ACL entries """ f = open(filename, 'r') content = f.readlines() f.close() # Parse acl = [] for entry in ...
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def countDigits(n): """Count the number of digits in a given number "n". """ num = len(str(abs(n))) return num
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def safe_issubclass(cls, classinfo): """As the builtin issubclass, but returns False instead of a TypeError if the first argument is not a class.""" try: return issubclass(cls, classinfo) except TypeError: # cls is not actually a class return False
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from typing import Optional def doc_to_doc_string(doc: Optional[str], indent_level: int = 0) -> str: """Generate a documentation string from a schema salad doc field.""" lead = " " + " " * indent_level + "* " if doc: doc_str = "\n".join([f"{lead}{line}" for line in doc.split("\n")]) else: ...
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def unzip(zipped): """ Unzip a zipped list :param list-of-tuple zipped: list of tuples to be disaggregated :returns: list of tuples Example _______ >>> unzip([(1, 2, 3), (4, 5, 6), (7, 8, 9)]) [(1, 4, 7), (2, 5, 8), (3, 6, 9)] """ return list(zip(*zipped))
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def can_manage_content(user, content): """ Returns True if user is staff or instructor(owner). """ if user.is_authenticated(): owner = user == content.course.owner if user.is_staff or owner: return True return False
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from typing import List from typing import Tuple def extract_node_waypt(way_field: List[Tuple[str, str]]) -> int: """ Given a list with a reference node such as [('ref', '0')], extract out the lane ID. Args: way_field: key and node id pair to extract Returns: node_id: unique ID for a n...
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from typing import List def create_subdict(data: List): """ Return data in List form as dictionary, Start, to which model parameters is appended. Parameters ----------- data: List Data (potentially pca component output in 2d form). Return ------- Dict: D...
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def get_suggestion_string(sugg): """Return the suggestion list as a string.""" sugg = list(sugg) return ". Did you mean " + ", ".join(sugg) + "?" if sugg else ""
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def get_key(text): """return keyword: first word of text, isolating keywords followed by '(' and ':' """ t = text.replace('(', ' (').replace(':', ' :').strip() return t.split(' ', 1)[0].strip()
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from typing import Union from typing import List def read_file(file_path: str, split: bool = False) -> Union[str, List[str]]: """ Reads a text file. >>> from snakypy import helpers >>> file = '/tmp/my_file.txt' >>> helpers.files.create_file('My content file', file, force=True) True >>> he...
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def max_sublist(a_list): """ Kadane's Algorithm >>> max_sublist([-2, 1, -3, 4, -1, 2, 1, -5, 4]) (6, 3, 6) >>> max_sublist([0, -1, 2,- 3, 5, 9, -5, 10]) (19, 4, 7) :param a_list: The list to get the maximum sub-list for. :return: The sum from the sublist, the start index, and the end index....
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def get_fold(dict_actors_per_fold, actor_id): """ Get the fold that the actor belongs to. :param dict_actors_per_fold[dict] Map with the fold number as key (ranging from 1 to 5) and the list of actors in that test fold as the value of the dict. :param actor_id:[int] Id of the actor. W...
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def intToBinaryString(integer : int) -> str: """Convert an integer to a string representing a big endian binary number Parameters ---------- integer : int A positive integer Returns ------- str A string representing a big endian binary number """ rtn = "" while ...
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def expanding_mean(new_value, old_value, time): """ Args: new_value: this time step's value old_value: aggregate from last time step time: current time, zero-indexed Returns: mean from t = 0 : time """ time_1plus = time + 1 return (1. / time_1plus) * new_value + (...
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from typing import Callable from typing import Iterable def sort_by_reversed(key: Callable): """Return a new list containing all items from the iterable in descending order, sorted by a key. >>> sort_by_reversed(lambda x: x % 10)([2231, 47, 19, 100]) [19, 47, 2231, 100] """ def sort_by_reversed(s...
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import itertools def is_sorted(iterable, *, key=None, reverse=False, strict=False): """Returns true if iterable is sorted Parameters ---------- iterable : iterable The iterable to check for sorted-ness. key : x -> y, optional Apply mapping function key to iterable prior to checkin...
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from typing import Dict from typing import Tuple def _has_all_valid_descriptors(peak_descriptors: Dict[str, float], filters: Dict[str, Tuple[float, float]]) -> bool: """ Check that the descriptors of a peak are in a valid range. aux function of get_peak_descriptors. Pa...
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import re def rlist_to_int(string): """Takes an rlist string as input, and outputs a corresponding integer""" rlist = 0 string = re.sub(r"r|R", "", string) for m in re.finditer(r"[^,]+", string): args = m.group().split("-") if len(args) == 1: lo,hi = args*2 else: lo,hi = args ...
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def interpolate_template(template, context): """Interpolate context into a template. (i.e. replace things in strings without % replacement). Args: template (str) : String to fill with context context (dict) : Dictionary of variables Returns: str : Populated template """ ...
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def make_enum_pair(ele, till, delimiter=", "): """ Create list of pair of strings with consecutive numbering as follows: make_enumerated_pair('P%d p%d', 3) -> 'P1 p1, P2 p2, P3 p3' """ return delimiter.join(ele % (i + 1, i + 1) for i in range(till))
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def average(keyword, values): """ calculate average of all values at values[+].keyword and return :param keyword: the key of the value you care about :param values: [{key: value},...] array of dicts, values assumed numeric :return: single averaged value """ average = 0.0 for val in value...
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def get_count(inputStr): """ Return the number (count) of vowels in the given string. We will consider a, e, i, o, and u as vowels for this Kata. The input string will only consist of lower case letters and/or spaces. :param inputStr: input string value. :return: the number (count) of vowels in ...
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def subDict(somedict, somekeys, default=None): """ Returns subset of a dictionary with keys from somekeys """ return dict([ (k, somedict.get(k, default)) for k in somekeys ])
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def qset_cmb_box(cmb_box, string, data=False): """ Set combobox to the index corresponding to `string` in a text field (data = False) or in a data field (data=True). When `string` is not found in the combobox entries, select the first entry. Signals are blocked during the update of the combobox. ...
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from typing import Iterator import itertools def decimal(start: int = 1) -> Iterator[int]: """ Increments from `start`. e.g. 1, 2, 3, .. 9, 10, 11, etc. Args: start: The first value to start with. """ return itertools.count(start)
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def get_rendered(font, text, color, cache): """Simple font renderer that caches render.""" if text in cache: image = cache[text] else: image = font.render(text, 0, color) cache[text] = image return image
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import math def angle_to(tup1,tup2): """The angle to tup2 from tup1, measured against 'straight up' clockwise, in radians. Tuples are given in a coordinate system with (0,0) top left, (1,0) is one step right, (0,1) is one step down, and (1,1) is down right. >>> angle_to((1,1),(1,0))/math.pi 0.0 ...
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def OkErrMiss(o): """ compute Ok, errors, missed from the ResultStructure object return a triple (ok, err, miss) """ ok = o.truePos err = o.resTotal - ok miss = o.gtTotal - ok return ok, err, miss
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import logging def featurize_data(model, array): """ Given a model and an array, perform error checking and return the prediction of the full feature array. Parameters: ---------- model : keras.models.Model The featurizer model performing predictions array : np.ndarra...
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def column2list(matrix: list, column_idx: int) -> list: """ Convert column from features 2D matrix to 1D list of that feature. :param matrix: 2D square array of number :param column_idx: column index in the matrix :return: """ if len(matrix) <= 1: return matrix if matrix else [] ...
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def __join_with_or(times): """Returns 'a', 'a or b', or 'a, b, or c'.""" if not times: return "" if len(times) == 1: return times[0] if len(times) == 2: return " or ".join(times) return ", or ".join([", ".join(times[:-1]), times[-1]])
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def parseBool(txt): """ Parser for boolean options :param str txt: String from config file to parse. :returns: ``True`` if the string is 'True', ``False`` otherwise. :rtype: boolean """ return txt == 'True'
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def seq_to_subset(seq_sol, m, n): """Convert sequence solution (e.g.: ['r2','c3']) into subset solution (e.g.: [[0,1],[0,0,1]])""" assert isinstance(seq_sol, list) subset_sol = [[0]*m,[0]*n] for e in seq_sol: if e[0] == 'r': subset_sol[0][int(e[1:])-1] = (1-subset_sol[0][int(e[1:])-1...
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def fit_FC(model, data): """ Convenience function to fit a flow curve Args: model: rheology model (e.g. HB_model) data: pandas DataFrame with column 'Shear rate' and 'Stress' Returns: lmfit.fitresult """ return model.fit(data["Stress"], x=data["Shear rate"], weigh...
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def GenerateWIUpdateMsgString(membership, issuer_url, resource_name, cluster_name): """Generates user message with information about enabling/disabling Workload Identity. We do not allow updating issuer url from one non-empty value to another. Args: membership: membership resour...
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import random def choice_optional(lst): """" Returns random.choice if there are elements, None otherwise """ if len(lst) > 0: return random.choice(lst) return None
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import json def read_json_file(path=r'web_crawler\scrapped_data\all_scraped_data.json'): """reads Json file Args: path: the path to the json file """ with open(path, 'r') as data_file: return json.load(data_file)
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def grep(*matches): """Returns a generator function that operates on an iterable: filters items in the iterable that match any of the patterns. match: a callable returning a True value if it matches the item >>> import re >>> input = ["alpha\n", "beta\n", "gamma\n", "delta\n"] >>> list(gre...
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from unicodedata import normalize def unicodify(s, encoding='utf-8', norm=None): """Ensure string is Unicode. .. versionadded:: 1.31 Decode encoded strings using ``encoding`` and normalise Unicode to form ``norm`` if specified. Args: s (str): String to decode. May also be Unicode. ...
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import collections def eval_step(test_batch, snlds_model, num_samples, temperature): """Runs evaluation of model on the test set and returns evaluation metrics. Args: test_batch: a batch of the test data. snlds_model: tf.keras.Model, SNLDS model to be evaluated. num_samples: int, number of samples pe...
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def exception_to_dict(error): """Takes in an exception and outputs its details, excluding the stacktrace, to a dict Args: error (Exception): The exception to serialize Returns: dict: The serialized exception """ return {"type": str(type(error).__name__), "message": str(error)}
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def transform_play_to_column(play): """Return position of the column where the play was made. Parameters: play (int): bit board representation of a piece Returns: int : column position""" return [2 ** i for i in range(49)].index(play) // 7
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import binascii def get_internal_name(cache_key): """Converts a cache key into an internal space module name.""" package, version = cache_key return 'multiversion.space.%s___%s' % (package, binascii.hexlify(version))
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def counting_sort(a, k, reverse=False): """ 计数排序 基本思想:对每一条记录,计算小于这条记录的记录个数。利用这一信息,就可以直接确定该记录的位置。 当有几条记录相同时,则需要调整一下位置。 记录值分布在0-k之间,建立C[0...k],根据记录值找到在C中的位置,该位置计数器+1。 数组C中某个位置Ci,C[0...i-1]的所有值相加,即为小于i的记录的个数。依次计算C[1...k]的值,即C[i]=C[i]+C[i-1]。 根据C中数据重新确定待排序列中记录的位置。 :param a: :param k: ...
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def build_index(data: list) -> tuple: """ Create an index with items and shops for faster lookup. Format - { 'product1': 'shops': set([1, 3, 5]), ... } { shop1: [ (price1, [item1, item2, ...]), ... ], ... } :param data: List of ...
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def bst_contains(node, value): """ Return whether tree rooted at node contains value. Assume node is the root of a Binary Search Tree @param BinaryTree|None node: node of a Binary Search Tree @param object value: value to search for @rtype: bool >>> bst_contains(None, 5) False >>>...
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def invert_dict(d): """Return an 'inverted' dictionary, swapping keys against values. Parameters ---------- d : dict-like The dictionary to invert Returns -------- inv_d : dict() The inverted dictionary. Notes ------ If the key-mapping is not one-to-one, then t...
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def c_uchar(i): """ Convert arbitrary integer to c unsigned char type range as if casted in c. >>> c_uchar(0x12345678) 120 >>> (c_uchar(-123), c_uchar(-1), c_uchar(255), c_uchar(256)) (133, 255, 255, 0) """ return i & 0xFF
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def is_same_shape(T1, T2): """ Two partial latin squares T1, T2 have the same shape if T1[r, c] = 0 if and only if T2[r, c] = 0. EXAMPLES:: sage: from sage.combinat.matrices.latin import * sage: is_same_shape(elementary_abelian_2group(2), back_circulant(4)) True sage: i...
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def condition_str(condition, phase, component): """ Returns a string representation of a condition for a specific phase and component. """ if phase!=None: return condition + '(' + phase + ',' + component + ')' else: return condition + '(' + component + ')'
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def list_to_string(l: list, s: str = "\n") -> str: """Transforms a list into a string. The entries of the list are seperated by a seperator. Args: l (list): the list s (str, optional): the seperator. Defaults to "\\n". Returns: str: the list representation with seperator """ r = "" f...
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def _parse_idd_type(epbunch, name): """Parse the fieldvalue type into a python type. Possible types are: - integer -> int - real -> float - alpha -> str (arbitrary string), - choice -> str (alpha with specific list of choices, see \key) - object-list -> ...
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def dot_in_stripe(dot, stripe): """True if dot.y is in horizontal stripe.""" return stripe[0] < dot.y <= stripe[1]
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def parse_agents(args): """ Each element is a class name like "Peer", with an optional count appended after a comma. So either "Peer", or "Peer,3". Returns an array with a list of class names, each repeated the specified number of times. """ ans = [] for c in args: s = c.split('...
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import math def A000010(n: int) -> int: """Euler totient function phi(n): count numbers <= n and prime to n.""" numbers = [] i = 0 for i in range(n): if math.gcd(i, n) == 1: numbers.append(i) return len(numbers)
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import math def CalcDistance(p1, p2): """ Function to calculate distance in space between two points (p) p1, p2: (f) lists of coordinates for point1 and point2 """ dist = math.sqrt((p2[0]-p1[0])**2 + (p2[1]-p1[1])**2 + (p2[2]-p2[2])**2) return(dist)
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def getlambda(pixel, lo, hi): #----------------------------------------------------------------------------- """ Small utility to calculate lambda on a line for given position in pixels """ #----------------------------------------------------------------------------- if pixel is None: return 0.5 ...
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def sort_by_name(dicts): """ Sorting of a list of dicts. The sorting is based on the name field. Args: list: The list of dicts to sort. Returns: Sorted list. """ return sorted(dicts, key=lambda k: k.get("name", "").lower())
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import re def alphanum_string(input_string): """ Removes all non-alphanumeric characters from the given string. """ pattern = re.compile(r'[\W_]+') return pattern.sub('', input_string)
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def preprocess_doi(line): """ Removes doi.org prefix if full URL was pasted, then strips unnecessary slashes """ (_, _, doi) = line.rpartition('doi.org') return doi.strip('/')
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def point_in_rectangle(point, rect_top_left, rect_sides): """ Checks if point is in rectangle Parameters ---------- point : (float, float) (x,y) coordinates of point rect_top_left : (float, float) (x,y) coordinates of rectangle top left corner rect_sides : (float, float) ...
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def prefix_dash_dash(params): """ Add -- for keys in gdmix tfjob params. """ if isinstance(params, dict): newParams = {} for k, v in params.items(): newParams["--{}".format(k)] = v return newParams else: raise ValueError("job params can only be dict")
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import importlib def get_from_module(module, attr_name): """ Return a reference from a module. The attribute name must exist in the module, it could be a variable, a callable or a class. If reference name doesn't exists in the module it will return None. Example: >>> get_from_module("my.modu...
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import torch def get_nmse(x_hat, x): """ Calculate ||x_hat - x|| / ||x|| """ sse = torch.sum((x_hat - x)**2, dim=[1,2,3]) #shape [N] - sse per image denom = torch.sum(x**2, dim=[1,2,3]) #shape [N] - squared l2 norm per ground truth image nmse_val = sse / denom return nmse_val.cpu().numpy...
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def convert_to_table(header, rows): """ Create an HTML table out of the sample data. Args: header (str): The table header rows (List[str]): A list of rows as strings Returns: A dataset sample in the form of an HTML <table> """ header_html = '<tr><th>{}</th></tr>'.format...
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def looksLikeVestLutFile(path): """Returns ``True`` if the given ``path`` looks like a VEST LUT file, ``False`` otherwise. """ with open(path, 'rt') as f: lines = [] for i in range(10): line = f.readline() if line is None: break else: lines...
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from typing import Dict import csv def load_subjects(csvfile: str) -> Dict: """Load a list of subjects from a csv file along with metadata Subject,Age,Gender,Acquisition,Release 195041,31-35,F,Q07,S500 ... Return a dictionary with Subjects as keys and Age as the value """ result: Di...
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def _mai(a: int, n: int) -> int: """ Modular Additive Inverse (MAI) of a mod n. """ return (n - a) % n
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import re def get_model_presets(config, model): """Collect all the parameters model from the UI and return them as a dict. Args: config (dict): Recipe config dictionary obtained with dataiku.customrecipe.get_recipe_config(). model (str): Model name found in the UI. Returns: Dicti...
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def _get_name(index, hdf5_data): """Retrieves the image file name from hdf5 data for a specific index. Args: index (int): Index of image. hdf5_data (obj): h5py file containing bounding box information. Returns: (str): Image file name. """ ref = hdf5_data['/digitStruct/name...
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import re from datetime import datetime import time def extract_date(str_date): """Find the first %Y-%m-%d string and return the datetime and the remainder of the string """ rgx = re.compile('\d{4}-\d{2}-\d{2}') o_match = rgx.search(str_date) if o_match is not None: i_start = o_matc...
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import operator def freeze_dict(dict_): """Freezes ``dict`` into ``tuple``. A typical usage is packing ``dict`` into hashable. e.g.:: >>> freeze_dict({'a': 1, 'b': 2}) (('a', 1), ('b', 2)) """ pairs = dict_.items() key_getter = operator.itemgetter(0) return tuple(sorted(...
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def pyx_is_cplus(path): """ Inspect a Cython source file (.pyx) and look for comment line like: # distutils: language = c++ Returns True if such a file is present in the file, else False. """ for line in open(path, 'rt'): if line.startswith('#') and '=' in line: splitted = ...
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from typing import Dict from typing import Union from typing import List import json def load_connections() -> Dict[str, Dict[str, Union[int, str, List[str]]]]: """Loads the static set of connections.""" with open('data/connections.json') as f: return json.load(f)
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def is_float(num): """ given a string variable, returns True if the string can be directly converted to a float, otherwise returns False :param num: string to check whether or not it can be converted to a float :type num: string :return: True: the string can be converted to a float (via the float(<s...
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def get_descendant_ids(node): """ This filter returns the ids of all the node's descendants. :param node: The requested node :type node: ~integreat_cms.cms.models.abstract_tree_node.AbstractTreeNode :return: The list of all the node's descendants' ids :rtype: list [ int ] """ return [ ...
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def kinetic_energy(momentum, mass): """Compute the kinetic energy of moving particles Arguments: momentum (array-like of float): momentum of the particles mass (array-like of float): mass of the particles """ if momentum.ndim == 3: mass = mass[None, :] return 0.5 * (momentum...
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