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def is_not_blank(in_string): """Test if a string is not None NOR empty NOR blank.""" return bool(in_string and in_string.strip())
def byte_to_gigabyte(byte): """ Convert byte value to gigabyte """ return byte / (1024.0 ** 3)
def set_bits(n, start, end, value): """Set bits [<start>:<end>] of <n> to <value> and return <n>""" mask = ( 1 << end ) - ( 1 << start ) return (int(n) & ~mask) | (int(value) << start) & mask
def Iq(q, peak_pos, peak_hwhm): """ Return I(q) """ inten = (1/(1+((q-peak_pos)/peak_hwhm)**2)) return inten
def generate_combined_lulc(in_lucode, transition_code, activity_id, out_lucode): """Create a consistent lucode id based on the in, transition, and out in_lucode - an integer < 999 transition_code - an integer < 9 activity_id - an integer < 99 out_lucode - an integer < 999 r...
def contar_elementos(lista: list, elemento) -> int: """Cuenta la cantidad de letras especificas en un elemento Argumentos: lista (list) -- ... elemento -- ... """ cuenta = 0 for e in lista: if e == elemento: cuenta += 1 return cuenta
def into_keywords_format(keywords: dict) -> list: """Convert a dictionary of keyword, counter pairs into a list of dicts. Args: keywords: A dictionary that contains a counter for every keyword. Returns: The keywords in the format specified in wrapper/output_format.py. """ keywords_...
def get_connection_retry_time(time: int) -> int: """Returns time to wait for connection retry Args: time (int): current retry wait time Returns: int: next retry wait time """ return time if (time == 16) else time * 2
def format_package_data(package_data): """Return formatted package""" fmtd = { 'package': '{type} {name}', 'archive': '{type} {hash} [{name}]', } return fmtd[package_data['type']].format(**package_data)
def get_list_of_list(list_of_thresholds): """ This function take the list of the argument thresholds, extract the value and create a list of list """ extract_thresholds = [float(list_of_thresholds[i]) for i in range(0,len(list_of_thresholds))] n = 2 def chunks(l, n): # For item i in ...
def ack(m, n): """Computes the Ackermann function A(m,n). Args: m, n: non-negative integers. """ if m == 0: return n + 1 if n == 0: return ack(m - 1, 1) return ack(m - 1, ack(m, n - 1))
def ensure_list(list_or_scalar): """Convert the input to a list if it is not.""" if isinstance(list_or_scalar, list): return list_or_scalar return [list_or_scalar]
def union(a, b): """ returns the sum of both lists without duplicates """ if a is None: return b if b is None: return a return set(a | b)
def y_is_in_circle(x, y): """Test if x,y coordinate lives within the radius of the unit circle""" return x * x + y * y <= 1.0
def getMatching(token, toQuery): """use the token to search a list of strings, return all matching token Args: token (string): "l0" toQuery (list): of strings to check Returns: list: of matchings strings """ matching = [q for q in toQuery if token.lower() in...
def _compile_unit(i): """Append gas to unit and update CO2e for pint/iam-unit compatibility""" if " equivalent" in i["unit"]: return i["unit"].replace("CO2 equivalent", "CO2e") if i["unit"] in ["kt", "t"]: return " ".join([i["unit"], i["gas"]]) else: return i["unit"]
def lists_overlap(sub, main): """Check whether lists overlap.""" for i in sub: if i in main: return True return False
def toDD(n): """Takes an integer and returns a string of length 2 corresponding to it""" if n // 10 > 0: return str(n) else: return "0" + str(n)
def partition_list(items, split_on): """ Partition a list of items. Works similarly to str.partition Args: items: split_on callable: Should return a boolean. Each item will be passed to this callable in succession, and partitions will be created any ...
def is_between_strict(lo, val, hi) -> bool: """Shorthand for `(lo < val < hi) or (lo > val > hi)`.""" return (lo < val < hi) or (lo > val > hi)
def format_arguments(arguments): """Returns numerical arguments as int type, or None if not set.""" formated_arguments = [] for argument in arguments: if argument: argument = int(argument) formated_arguments.append(argument) return formated_arguments
def basic_feature(basic_geometry): """ Returns ------- dict: GeoJSON object. Coordinates are in grid coordinates (Affine.identity()). """ return { 'geometry': basic_geometry, 'properties': { 'val': 15 }, 'type': 'Feature' }
def slice_arg(s): """ Parse a string that describes a slice with start and end. >>> slice_arg('2:-3') slice(2, -3, None) >> slice_arg(':-3') slice(None, -3, None) >> slice_arg('2:') slice(2, None, None) """ start, end = s.split(':') start = None if start == '' else int(st...
def filter_out_unicode(x): """ Pass in a list of (authors, hashtags) and return a list of hashtags that are not unicode """ hashtags = [] for hashtag in x[1]: try: hashtags.append(str(hashtag)) except UnicodeEncodeError: pass return (x[0], hashtags)
def indexOfSmallestInt(listOfInts): """ return index of smallest element of non-empty list of ints, or False otherwise That is, return False if parameter is an empty list, or not a list parameter is not a list consisting only of ints By "smallest", we mean a value that is no larger than any other ...
def kl_divergence(log_a, log_b): """Kullback-Leibler divergence - Source: https://www.tensorflow.org/api_docs/python/tf/keras/losses/KLD """ return log_a * (log_a - log_b)
def cleanup_text(text: str): """ strips whitespace :param text: :return: """ if not text: return text text = text.strip() return text
def verify_complexity(complexity_data): """ return True if complexity structure is valid, False otherwise """ if complexity_data['average'] is None: return False if complexity_data['highest']['name'] is None: return False return True
def _kernel_seq(inputs, estimator): """ Wrapper around a function that computes anything on two sequences and returns a dict While it is written as a general purpose kernel for anything, here it is used for causal discovery and estimation from CCM based methods. The function unpacks inputs into an...
def match_mygene(text): """ Returns true if text matches NCBI protein sequences """ pieces = text.split(":") cond = len(pieces) == 2 return cond
def clean_name(name): """ Cleans the name by removing spaces and adding .ttf to the end """ EXTENSION = '.ttf' return name.replace(' ', '') + EXTENSION
def user_name_for(name): """ Returns a "user-friendly" version of a string, with the first letter capitalized and with underscore characters replaced by spaces. For example, ``user_name_for('user_name_for')`` returns ``'User name for'``. """ name = name.replace("_", " ") result = "" last_low...
def make_set(start_coordinate, length): """Compute the set the coordinate values a rectangles takes on an axis.""" end_coordinate = start_coordinate + length return set(range(start_coordinate, end_coordinate + 1))
def xor(*args): """ Implements logical xor function for arbitrary number of inputs. Parameters ---------- args : bool-likes All the boolean (or boolean-like) objects to be checked for xor satisfaction. Returns ------- output : bool True if and only if one and on...
def insert_spaces_back(text, indices): """ Given text and a list of indices, insert spaces at those indices Example: insert_spaces_back("HELLOWORLD", [0, 4]) @param text is the text you are inserting spaces into @param indices is the integer list of indices of spaces @returns the formatted stri...
def scrap(consensus, end_of_field): """ Consume lines upon matching a criterion. Returns (consensus-without-first-line, first-line) if end_of_field(first-line) returns True, else returns (consensus-with-first-line, None) :param bytes consensus: input which first lin...
def strip_specific_magics(source, magic): """ Given the source of a cell, filter out specific cell and line magics. """ filtered=[] for line in source.splitlines(): if line.startswith(f'%{magic}'): filtered.append(line.lstrip(f'%{magic}').strip(' ')) if line.startswith(f'...
def toflt(lst): """Makes all values of a list into floats""" return [float(i) for i in list(lst)]
def format_data_types(s): """ apply the correct data type to each value in the list created from a comma separated sting "s" x1: PDB ID (string) x2: Macro molecule overlaps (int) x3: Symmetry overlaps (int) x4: All overlaps (int) x5: Macro molecule overlaps per 1000 atoms (float) x6: Symmetry overlap...
def bit_indices(v): """Return list of indices where bits are set, 0 being the index of the least significant bit. >>> bit_indices(0b101) [0, 2] """ return [i for i, b in enumerate(bin(v)[::-1]) if b == "1"]
def numbers_to_string(numbers): """ Convert a list of numbers to a string :param numbers: Message as numbers :return: Message as string """ val = ''.join(chr(n) for n in numbers) return val
def is_divisible(i, args): """Returns True if i is divisible by any element of args""" return any(i % a == 0 for a in args)
def triangles(creation_sequence): """ Compute number of triangles in the threshold graph with the given creation sequence. """ # shortcut algorithm that doesn't require computing number # of triangles at each node. cs = creation_sequence # alias dr = cs.count("d") # number of d...
def convert_to_fortran_string(string): """ converts some parameter strings to the format for the inpgen :param string: some string :returns: string in right format (extra "") """ new_string = '"' + string + '"' return new_string
def _fix_absolute_import_name(absolute_import_name: str) -> str: """Replaces all the forward slashes and colons in an absolute import name with underscores. This is for conforming to restrictions of Cloud Scheduler job names.""" return absolute_import_name.replace('/', '_').replace(':', '_')
def get_partition(string_): """ Return the partition portion of a device name (mount style, or udisksctl style). :param string_: :return: """ if "block_devices/" in string_: return string_[len("block_devices/"):] elif "/dev/" in string_: return string_[len("/dev/"):] els...
def search_list_for_str(lst, search_string, starting_item, down, case_insensitive): """returns index into list representing string found, or None if not found""" search_string = search_string.lower() if case_insensitive else search_string search_slice_end = len(lst) if down else 0 search_list = lst[star...
def pie_percent(n: int) -> int: """Precondition: n > 0 Assuming there are n people who want to eat a pie, return the percentage of the pie that each person gets to eat. >>> pie_percent(5) 20 >>> pie_percent(2) 50 >>> pie_percent(1) 100 """ return int(100 / n)
def few_enough_underscores(current: str, match: str) -> bool: """Returns whether match should be shown based on current if current is _, True if match starts with 0 or 1 underscore if current is __, True regardless of match otherwise True if match does not start with any underscore """ if curre...
def get_internal_ip_from_get_node(node_info): """ Retrieves the InternalIp returned by kubectl get no -o json """ for status_addresses in node_info['status']['addresses']: if status_addresses["type"] == "InternalIP": return status_addresses["address"]
def convert_variable(datatype, variable): """ Convert variable to number (float/int) Used for dataset metadata and for query string :param datatype: type to convert to :param variable: value of variable :return: converted variable :raises: ValueError """ try: if variable and ...
def binarize(x, threshold): """ Binarize the output of a sigmoid to be either +1 or -1 if output is gte threshold. """ return 1. if x >= threshold else -1.
def can_skip(entry, skip) -> bool: """Return True if at least one variable matches""" ret = False for val in skip: if val["name"] in entry and entry[val["name"]] == val["value"]: ret = True break if val["value"] == "" and val["name"] not in entry: ret = T...
def calcContactFrac(n, **kwargs): """Return the proportion of contact for a n-residue protein. This proportion is utilized in the DICOV as the prior probability of 3D contact, P(+), by a regression analysis of a training set of 162 structurally known protein sequences. [MW15] Mao W, Kaya C, Dutta A...
def filter_text(text, filters): """Run `text` through a series of filters. `filters` is a list of functions. Each takes a string and returns a string. Each is run in turn. Returns: the final string that results after all of the filters have run. """ clean_text = text.rstrip() ending ...
def _add_entry_attr( ctx, arguments, argument_name, universal_entry_value = None): """Using a priority scheme, adds the entry point to the 'arguments'. The entry point value can come from three location: local - argument list (highest priority) global - the rule'...
def dot(a: complex, b: complex) -> complex: """Inner product of two vectors. Args: a (complex): First vector. b (complex): Second vector. Returns: complex: Inner product: a.x * b.x + a.y * b.y """ return (a.conjugate() * b).real
def parse_api_error(response): """ Parse the error-message from the API Response. Assumes, that a check if there is an error present was done beforehand. :param response: Dict of the request response ([imdata][0][....]) :type response: ``dict`` :returns: Parsed Error-Text :rtype: ``str`` ...
def translate_underscore(string, lower=False): """ Replaces the underscore HTML idiom <sub>&#x2014;</sub> with the literal underscore character _. """ if lower: string = string.lower() return string.replace('<sub>&#x2014;</sub>','_').replace('<sub>-</sub>','_').replace(u'<sub>\u2014</sub...
def human_time(milliseconds): """Take a timsetamp in milliseconds and convert it into the familiar minutes:seconds format. Args: milliseconds: time expressed in milliseconds Returns: str, time in the minutes:seconds format For example: """ milliseconds = int(milliseconds) ...
def local_rig_path(msg): """Gets local path of the rig. Args: msg (dict[str, str]): Message received from RabbitMQ publisher. Returns: str: Path to local rig. """ return msg["rig"]
def contains_ingredients(ing, check_ing): """ IMPORTANT: You should NOT use loops or list comprehensions for this question. Instead, use lambda functions, map, and/or filter. Take a 2D list of ingredients you have and a list of pancake ingredients. Return a 2D list where each list only contai...
def _add_missing_parameters(flattened_params_dict): """Add the standard etl parameters if they are missing.""" standard_params = ['ferc1_years', 'eia923_years', 'eia860_years', 'epacems_years', 'epacems_states'] for ...
def select_by_year(year, D): """Select year from specification given in dictionary or list of ranges. Examples: >>> spec = {(..., 1990): 'foo', ... 1991: 'bar', ... (1992, 2000): 'foobar', ... (2001, ...): 'blah'} >>> select_by_year(1990, sp...
def regla_trapecio_iterativa(f, i, r_im1, lim): """ Funcion para ejecutar la regla del trapecio. Esta funcion trata de ejecutar la regla del trapecio mediante un acercamiento iterativo. Regresara el valor calculado, con la condicion de termino i == 0 donde no se llamara a si misma de nuevo. ...
def factorial(num): """Finds the factorial of the input integer. :arg num: an integer """ #If the number provided is zero then the factorial is 1 if num == 0: fact = 1 #Otherwise set fact to 1 and begin finding the factorial r is #used to find each num-n for n=0 to n=num each v...
def flatten_dict(d): """Flatten a dictionary where values may be other dictionaries The dictionary returned will have keys created by joining higher- to lower-level keys with dots. e.g. if the original dict d is {'a': {'x':3, 'y':4}, 'b':{'z':5}, 'c':{} } then the dict returned will be {'a.x':3, 'a...
def reverse(moves: list) -> list: """Return list of reversed moves.""" reverse = [] for move in moves[::-1]: if move.endswith("'"): reverse.append(move[:-1]) elif move.endswith('2'): reverse.append(move) else: reverse.append(move + "'") ...
def get(self, key, default=None): """ return ``default`` if ``key`` is not in self, else the value associated with ``key`` """ try: return self[key] except KeyError: return default
def quoteWindows(args): """ Given a list of command line arguments, quote them so they can be can be printed in Windows CLI """ def q(x): if " " in x: return '"' + x + '"' else: return x return [q(x) for x in args]
def lchop(s, sub): """Chop ``sub`` off the front of ``s`` if present. >>> lchop("##This is a comment.##", "##") 'This is a comment.##' The difference between ``lchop`` and ``s.lstrip`` is that ``lchop`` strips only the exact prefix, while ``s.lstrip`` treats the argument as a set of leading ch...
def interpret_config_value(value_str): """ Determine the data type from the input string and convert. Conversions: 'True', 'Yes' --> True 'False', 'No' --> False Starting and ending with ' or " --> string If can be converted to int, float or complex --> converted numeric valu...
def split_up_threadwork(total_threads, thread_number, num_iterations): """ Splits up a specified number of iterations into approximately equal workloads for multiple threads to work on. :param total_threads: :param thread_number: :param num_iterations: :return: the iteration numbers that the spe...
def status_comparison(past, present): """status compares with past and present this function calls if valid cache exists Args: past (int): past analyze status (should be 3xx) present (int): present analyze status Returns: cacheable (boolean): cache is able to make or not ...
def str2bool(v): """ argparse does not support True or False in python """ return v.lower() in ("true", "t", "1")
def _inflate_dotted(input_dict): """Convert flat dict with dotted key notation into nested dict. Given a flat dict with dotted keys for nested items, e.g. >>> input_dict = {'spam.eggs': 23, 'answer': 42} create a nested dict >>> output_dict = _inflate_dotted(input_dict) >>> output_...
def pretty_frame_name(frame_name): """omit some stdc++ stacks""" pretty_names = ( ('std::__invoke_impl', ''), ('std::__invoke', ''), ('std::_Bind', ''), ('Runnable::operator()', ''), ('std::thread::_Invoker', ''), ('std::thread::_State_impl', 'std::thread'), ('std::this_thread::sleep_for...
def get_unique_tuples(x): """Get unique 2-tuples, ignoring order, from the list `x`.""" unique_tuples = \ list(frozenset([tuple(sorted((o1, o2))) for o1 in x for o2 in x if o1 is not o2])) return unique_tuples
def lambda_handler(event, context): """Handle the lambda event.""" return { "statusCode": 200, "body": "Thank you for using my API", "headers": { 'Content-Type': 'text/html', } }
def in_order(tree): """ Function to which performs inorder for a tree iteratively. Parameters: tree (BinTreeNode) ; the tree for which inorder is to be performed. Returns: sortedArr (list); list of all elements in ascending order. """ sortedArr = [] current...
def compute_q10_correction(q10, T1, T2): """Compute the Q10 temperature coefficient. As explained in [1]_, the time course of voltage clamp recordings are strongly affected by temperature: the rates of activation and inactivation increase with increasing temperature. The :math:`Q_{10}` temperature ...
def get_rate(relSeas_peak, relSeas_edge, period): """ Calculate onset/decline rate of event """ return (relSeas_peak - relSeas_edge) / period
def banr(registers, opcodes): """banr (bitwise AND register) stores into register C the result of the bitwise AND of register A and register B.""" test_result = registers[opcodes[1]] & registers[opcodes[2]] return test_result
def delete_cookie(cookieName: str, url: str) -> dict: """Deletes browser cookie with given name, domain and path. Parameters ---------- cookieName: str Name of the cookie to remove. url: str URL to match cooke domain and path. **Experimental** """ return { ...
def split_data_to_chunks(data: list, max_chunk_size: int, overlapping_size: int): """ Because GP can take very long to finish, we split data into smaller chunks and train/predict these chunks separately :param data: :param max_chunk_size: :param overlapping_size: :return: list of split data ...
def left_part_of(txt, sub_txt, n=1): """ Return the left part before the nth of sub_txt appeared in txt. :param txt: text :param sub_txt: separate text :param n: the nth of sub_txt(default:1) """ parts = txt.split(sub_txt) return sub_txt.join(parts[:n])
def _percent_completion_for_module(module_data: dict) -> int: """Produce a rough, integer-rounded completion percentage for the given module.""" try: pc = module_data['completion_count'] / module_data['total_pages'] * 100 return round(pc) except (KeyError, ZeroDivisionError): pa...
def get_bq_name(mongo_field): """Given a mongo field name, make one bigquery is happy with""" return ''.join([ch for ch in mongo_field if ch.isalnum() or ch == '_'])
def convertBytes(num): """ this function will convert bytes to MB.... GB... etc """ for x in ['bytes', 'KB', 'MB', 'GB', 'TB']: if num < 1024.0: return "%3.1f %s" % (num, x) num /= 1024.0
def get_reviewers_ids(reviews_list): """ Extracts reviewer names from all reviews """ reviewers_ids=[review['reviewer'] for review in reviews_list if review['reviewer'] is not None] return reviewers_ids
def L_adiab(t, t_ref, L_ref, gamma): """ Returns the adiabatic (Sedov-Taylor) evolution of the SNR radio spectral luminosity [erg * s^-1 * Hz^-1] as a function of time after explosion [years] and frequency [GHz]. NOTE: frequency dependence prefactor, usually (nu/nu_pivot)^-alpha, is factorized out. Paramet...
def est_majeure(p): """Personne -> bool renvoie True si la personne est majeure, ou False sinon.""" nom, pre, age, mar = p return age >= 18
def get_file_ext(filename): """ Get extension of a file """ return filename.rsplit('.', 1)[1]
def time_of_day(hour, minute, second): """Return the time of day data structure.""" return [hour, minute, second]
def _fuse(mol1, mol2, w=1): """ Fuse 2 dicts representing molecules. Return a new dict. This fusion does not follow the laws of physics. """ return {atom: (mol1.get(atom, 0) + mol2.get(atom, 0)) * w for atom in set(mol1) | set(mol2)}
def isnumber(obj): """ Test if the argument is a number (complex, float or integer). :param obj: Object :type obj: any :rtype: boolean """ return ( (obj is not None) and (not isinstance(obj, bool)) and isinstance(obj, (int, float, complex)) )
def flatt_on_level(it, d=-1, level=None): """ >>> list(flatt_on_level([[[['a']]]], level=3)) [['a']] """ if d == -1: return list(flatt_on_level(it, d=d + 1, level=level)) if d == level: return (i for i in [it]) res = [] for x in it: res.extend( flatt_on_level(x...
def bori(registers, opcodes): """bori (bitwise OR immediate) stores into register C the result of the bitwise OR of register A and value B.""" test_result = registers[opcodes[1]] | opcodes[2] return test_result
def parse_input(text): """Meh >>> parse_input(EXAMPLE) ({'class': [(0, 1), (4, 19)], 'row': [(0, 5), (8, 19)], 'seat': [(0, 13), (16, 19)]}, [11, 12, 13], [[3, 9, 18], [15, 1, 5], [5, 14, 9]]) """ rules = {} myticket = [] nearbytickets = [] mode = "rules" for line in text.strip().spl...
def simple_tokenize(sent): """ Tokenize but add spaces around the commmas.""" comma_sep_parts = [p.strip() for p in sent.split(",")] return " , ".join(comma_sep_parts).split(" ")