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def get_signature_algorithm(alg_type, alg_hash): """ Returns signature algorithm for ACM PCA Args: isEC: true if Elliptic Curve certificate alg_type: Hash Algorithm from cryptography package to find Raises: ValueError: Algorithm type not supported "...
def find_index_larger(times, ref_time): """Returns the index of times whose value is just larger than ref_time Args: times (list): A list of floats denoting a datestring in seconds ref_time (float): A input date in seconds Returns: int: the index which is just larger than ref_time ...
def trans_color(color, alpha): """ Makes solid color semi-transparent. Returns: (int, int, int, int) Red, green, blue and alpha channels. """ if color[3] != 1.: return color return color[0], color[1], color[2], alpha
def booleanise(b): """Normalise a 'stringified' Boolean to a proper Python Boolean. ElasticSearch has a habit of returning "true" and "false" in its JSON responses when it should be returning `true` and `false`. If `b` looks like a stringified Boolean true, return True. If `b` looks like a str...
def cartezian(*vectors): """Compute Cartesian product of passed arguments """ ret = ret_old = [(v,) for v in vectors[0]] for vec in vectors[1:]: ret = [] for v in vec: for r in ret_old: ret.append(r+(v,)) ret_old = ret return ret
def queue_dict(system_id): """A queue represented as a dictionary.""" return { "name": "echo.1-0-0.default", "system": "echo", "version": "1.0.0", "instance": "default", "system_id": system_id, "display": "foo.1-0-0.default", "size": 3, }
def get_position_name(position): """ get_position_name() Returns position name based on the index (e.g., "first" for 0). Required args: - position (int): position number type Returns: - (str): position name """ position_names = [ "first", "second", "third", "f...
def get_resource_filename(path): """A uniform interface for internal/open-source filenames.""" return './' + path
def counting_sort_2(arr): """This is optional, and returns the sorted array, and doesn't go all the way to 100.""" minimum_value = 100 maximum_value = 0 for item in arr: if item < minimum_value: minimum_value = item elif item > maximum_value: maximum_value = i...
def find_remove_domain_ids(domain, ix2pred): """ finds the relation types within the target domain """ ids = [] for key, value in ix2pred.items(): value_ = value.split("/")[0] if value_ in [domain]: ids.append(key) return ids
def floatToString3(f: float) -> str: """Return float f as a string with three decimal places without trailing zeros and dot. Intended for places where three decimals are enough, e.g. node positions. """ return f"{f:.3f}".rstrip("0").rstrip(".")
def _format_publisher(value: str) -> dict: """ Publisher requires special formatting. """ results = {} # for those cases where Curate has a list, choose the first string in that list. if isinstance(value, list): for each_value in value: value = each_value break if va...
def get_bucket_config(config, bucket_name): """ Pulls correct bucket config from application config based on name/alias. Args: config(dict) bucket_name(string): bucket name or bucket reference name Returns: dict | None: config for bucket or None if not f...
def prior(mc): """This is used to check that only samples within the above ranges are evaluated in the likelihood function.""" mc_min, mc_max = 0., 40. if (mc >= mc_min) and (mc <= mc_max): return 1 else: return 0
def correlate(answer, guess): """Return the matching pattern for 'guess' at 'answer'. Returns a string of N characters: . = letter of guess does not occur in answer O = letter of guess occurs in answer but not in the right place X = letter is in the right place. Because O only counts for letters th...
def get_max_key(d): """Return the key from the dict with the max value.""" return max(d, key=d.get)
def compile_playable_podcast1(playable_podcast1): """ @para: list containing dict of key/values pairs for playable podcasts """ items = [] for podcast in playable_podcast1: items.append({ 'label': podcast['title'], 'thumbnail': podcast['thumbnail'], 'path...
def sim(nodes1, nodes2): """ Parameters ---------- nodes1: Top K biomarkes of GNN Structure 1. nodes2: Top K biomarkes of GNN Structure 2. Description ---------- Returns the overlap ratio between Top K biomarkes of two GNN architectures. """ counter = 0 for i i...
def get_message(ftp_socket): """ goal: receive a message type: (socket) -> string """ if ftp_socket: return ftp_socket.recv(1024).decode()
def is_list_value(value): """ Check if an object is a list :param value: :return: """ return isinstance(value, list)
def _translate_keyname(inp): """map key names in settings file to key names in HotKeys """ convert = {'Escape': 'Esc', 'Delete': 'Del', 'Return': 'Enter', 'Page_up': 'PgUp', 'Page_down': 'PgDn', 'NUMPAD_ENTER': 'NumEnter'} if inp in convert: out = convert[inp] else: ou...
def interpolate_range(a,b,s=5): """ Generate consecutive values list between two numbers with optional step (default=5).""" if (a == b): return [a] else: mx = max(a,b) mn = min(a,b) result = [] # inclusive upper limit. If not needed, delete '+1' in the line below ...
def is_queen_under_attack(col, queens): """ :param col: int Column of queen to test :param queens: list of tuple of int List of coordinates of other queens :return: boolean True if and only if queen in given position is under attack """ left = right = col for coords ...
def project(x, meta): """ project 3D to 2D for polygon clipping """ proj_axis = max(range(3), key=lambda i: abs(meta['normal'][i])) return tuple(c for i, c in enumerate(x) if i != proj_axis)
def strip_prefix(full_string, prefix): """ Strip the prefix from the given string and return it. If the prefix is not present the original string will be returned unaltered :param full_string: the string from which to remove the prefix :param prefix: the prefix to remove :return: the string wit...
def get_dates(yearstring): """ Given a [yearstring] of forms year1 year1-year2 year1,year2,year3 year1-year2,year3-year4 Creates tuples of dates """ years = [] for subset in yearstring.split(','): if subset == 'default': years.append('default') con...
def _GenerateAlignedHtml(hyp, ref, err_type): """Generate a html element to highlight the difference between hyp and ref. Args: hyp: Hypothesis string. ref: Reference string. err_type: one of 'none', 'sub', 'del', 'ins'. Returns: a html string with - error of hyp shown in "(hyp)" - e...
def format_interval(seconds): """ Format an integer number of seconds to a human readable string. """ units = [ (("week", "weeks"), 604800), (("day", "days"), 86400), (("hour", "hours"), 3600), (("minute", "minutes"), 60), # (('second', 'seconds'), 1) ] re...
def make_simple_string(m, n): """ What comes in: -- a positive integer m -- a positive integer n that is >= m What goes out: Returns the STRING whose characters are m, m+1, m+2, ... n, each with a '-' character after it, where m and n are the given arguments. Side effe...
def should_reduce_batch_size(exception: Exception) -> bool: """ Checks if `exception` relates to CUDA out-of-memory, CUDNN not supported, or CPU out-of-memory Args: exception (`Exception`): An exception """ _statements = [ "CUDA out of memory.", # CUDA OOM "cuDN...
def make_unique(indices): """ Performs cyclic permutation of the index tuple(i, j, k), such that the first index is the one with the lowest value. :param indices: :return: """ i = indices[0] j = indices[1] k = indices[2] if i < j and i < k: return i, j, k if j < i and ...
def start_of_chunk(prev_tag, tag, prev_type, type_): """Checks if a chunk started between the previous and current word. Args: prev_tag: previous chunk tag. tag: current chunk tag. prev_type: previous type. type_: current type. Returns: chunk_start: boolean. """...
def _get_keywords_with_score(extracted_lemmas, lemma_to_word): """Get words of `extracted_lemmas` and its scores, words contains in `lemma_to_word`. Parameters ---------- extracted_lemmas : list of (float, str) Given lemmas with scores lemma_to_word : dict Lemmas and corresponding w...
def u64(x): """Unpacks a 8-byte string into an integer (little endian)""" import struct return struct.unpack('<Q', x)[0]
def minimal_generalizations_cons(h,d): """returns all minimal generalizations of h that are consistent with positive example d""" generalizations=set() mg=[f for f in h] for i,f in enumerate(h): if f!=d[i]: if f!="0": mg[i]="?" else: mg...
def get_vuart_id(tmp_vuart, leaf_tag, leaf_text): """ Get all vuart id member of class :param leaf_tag: key pattern of item tag :param tmp_vuart: a dictionary to store member:value :param leaf_text: key pattern of item tag's value :return: a dictionary to which stored member:value """ if...
def check_digit10(firstninedigits): """Check sum ISBN-10.""" # minimum checks if len(firstninedigits) != 9: return None try: int(firstninedigits) except Exception: # pragma: no cover return None # checksum val = sum( (i + 2) * int(x) for i, x in enumerate(rev...
def build_share2handleindex_dict(file_handles: list) -> dict: """ given list of open file handles, create a dictionary relating share_num part to index within file_handles list""" dict_out = {} for i, fh in enumerate(file_handles): name = fh.name # ='C:\BsbEtl\OUT\By_Share\120470.ETR\120470.ETR.CS...
def diffNumAbs(arg1: int, arg2: int) -> int: """ The function takes two arguments arg1 and arg2, both int. The function as result returns the absolute value of the difference of the two numbers feeded as arguments. Example : >>> diffNumAbs(4,6) 2 >>> """ res...
def parse_numeric_range(string, base=10): """ Expand a numeric range (continuous or not) into a decimal or hexadecimal list, as specified by the base parameter '0-3,5' => [0, 1, 2, 3, 5] '2,8-b,d,f' => [2, 8, 9, a, b, d, f] """ values = list() for dash_range in string.split(','): ...
def backward_elimination(variables, train_model, score_model, verbose=False): """ Variable selection using backward elimination Input: variables: complete list of variables to consider in model building train_model: function that returns a fitted model for a given set of variables ...
def calc_deadtime( exposure: float, readout_time: float, frequency_accuracy: float ) -> float: """Given a fixed exposure time, and a crystal frequency accuracy, what should the time between trigger rising edges be""" period = exposure + readout_time period += frequency_accuracy * period / 1000000 ...
def _should_process_segment(seg, segname): """Check if we should process the specified segment.""" return segname.endswith('__DATA_CONST.__mod_init_func') or \ segname == '__DATA.__kmod_init'
def to_hash(key, length=10): """Convert key to hash value. Args: key (:obj:): key value. length (int): length of hash value. Returns: str: hash value of key. """ try: return abs(hash(key)) % (10 ** length) except TypeError: return abs(hash(str(key))) % (...
def get_project_group_name(project_uuid): """Return project user group name""" return 'omics_project_{}'.format(project_uuid)
def dataset_minmax(dataset): """ Identifica maior e menor valor para cada coluna do dataset. @param dataset: Conjunto de dados @type dataset: [[float,...],...] @return: Retorna uma lista com os valores maximos e minimos de cada coluna @rtype: [[float,float],...] """ min...
def resource_filter(value, resource, field='displayName'): """ Given a mapping (resource), gets the data at resource[field] and checks for equality for the argument value. When field is 'name', it is expected to look like 'organization/1234567890', and returns only the number after the slash. ...
def dotProduct(list1, list2): """ This function determines the dot product of two lists :param list list1: input list 1 :param list list2: input list 2 :return int dp: calculated dot product (could also be type float) """ # Exit function if lengths are not the same if len(list1) != len(...
def interface(host): """Return an IP address for a client connection given the server host. If the server is listening on '0.0.0.0' (INADDR_ANY) or '::' (IN6ADDR_ANY), this will return the proper localhost. """ if host == '0.0.0.0': # INADDR_ANY, which should respond on localhost. r...
def parse_date(date): """Parse date int string into to date int (no-op).""" if date is None: return 0 return int(date)
def as_snake_case_prefix(name): """ Convert PascalCase name into snake_case name""" outname = "" for c in name: if c.isupper() and len(outname) > 0: outname += '_' outname += c.lower() return outname + ('_' if name else '')
def convert_slope_intercept_to_line(y1, y2 , line): """ Fetching end coordinates from line from equation : y = mx + c """ if line is None: return None slope, intercept = line x1 = int((y1- intercept)/slope) y1 = int(y1) x2 = int((y2- intercept)/slope) y2 = int(y2) ...
def say_hello_ingestion(to): """ this method will say hello to the person named 'to' params: ====== to: str, name of the person to which greetings is made return: 1 on success """ #print('hello there {}'.format(to)) return 'hello there {} - ingestion'.format(to)
def invert_dict(d): """ Invert dictionary by switching keys and values. Parameters ---------- d : dict python dictionary Returns ------- dict Inverted python dictionary """ return dict((v, k) for k, v in d.items())
def P_otc6486(H, D, gamma, c): """ Returns the uplift resistance of cohesive materials. OTC6486 - Equation (7) """ return gamma * H * D + 2 * H * c
def iallval(t): """Recursively promote and compute allvals """ if t: return [t.allval()] + iallval(t.promote()) else: return []
def counter_delta(a, b): """Gives a delta value between two counter values. Works with either 32-bit or 64-bit counter, but both arguments should be the same type. """ d = b - a if (d < 0): d = d + 2**32 if (d <= 0): d = d + 2**64 - 2**32 return d
def nrd(a, b, p): """ one step of non restoring division algorithm """ return(bin(int(str(a),2)+int(str(b),2)*2**p))
def dias_para_segundos(dias, horas, minutos, segundos): """ Recebe uma data em dias com horas, minutos e segundos, e retorna a data em segundos""" dias_para_segundos = dias*86400 horas_para_segundos = horas*3600 minutos_para_segundos = minutos*60 segundos_para_segundos = segundos*1 soma = di...
def _to_boolean(string): """ Parses the given string into a boolean. If its already a boolean, its returned unchanged. This method does strict parsing; only the string "True" returns the boolean True, and only the string "False" returns the boolean False. All other values throw a ValueError. ...
def nonelist(somelist): """Checks if something is a NoneList""" print(somelist) return ( somelist is None or not isinstance(somelist, list) or len(somelist) == 0 or all(i is None for i in somelist) )
def is_x_a_square(x: int) -> bool: """Is x a square number?""" if x == 0: return False left = 1 right = x while left <= right: mid = left + (right - left) // 2 if mid ** 2 == x: return True elif mid ** 2 < x: left = mid + 1 else: ...
def get_params(string_in, separator=' ', defaultmissing='-', params_to_get=3): """ Split string using 'separator' into required number of parameters. Fulfill missing parameters with 'defaultmissing' Current limitation: hardcoded return always 3 of them """ rtr = str(string_in).split(separator) ...
def func_str_str(x: str) -> str: """Docstring for func_str_str""" return x.upper()
def converter_coordenadas(coordenadas): """ Retorna a linha, coluna e diagonal de uma coordenada Parametros: coordenadas (tuplo) Retorna: linha (int): linha correspondente a coordenada coluna (int): coluna correspondente a coordenada diagonal (int, tuplo ...
def wrap(string, char="'"): """Wrap a string in a specified character. Parameters ---------- string : str Input string. char : str The character to wrap around the string. Returns ------- str The input string wrapped in single quotes. """ return char + ...
def versioned_item_expression( item_version: int, item_version_key: str = "item_version", id_that_exists: str = "" ) -> dict: """Assembles a DynamoDB ConditionExpression with ExprAttrNames and Values that will ensure that you are the only caller of versioned_item_diffed_update that has updated this item...
def evaluate_cards_to_take(laid_card, cards_to_take=0): """ Function used to evaluate how many cards have to be taken as a punish. :param laid_card: tuple with last played card :param cards_to_take: integer value with earlier punishment :return: integer value with punishment after card played ""...
def convert_shell_operation(test): """shell-operation superseded by run-bash-script""" cmd = test['args'].pop('command') test['args']['source'] = cmd.strip() test['type'] = 'run-bash-script' return test
def greater(actual_value, lower_limit): """Assert that actual_value is greater than lower_limit.""" result = actual_value > lower_limit if result: return result else: raise AssertionError( "{!r} is LESS than or EQUAL to {!r}".format( actual_value, lower_limit ...
def get_number_and_percent(line): """ Parses cutadapt line containing a number (string) and returns number typecasted to int, as well as a percentage (float), as a list. :param line: basestring :return line: list """ line = [x.strip() for x in line.strip().split(":")] line = [line[0]] ...
def get_health(_, __): """ Check for the health of the service. """ return {"status": "OK"}
def _function_wrapper(args_tuple): """Function wrapper to call from multiprocessing.""" function, args = args_tuple try: return function(*args) except KeyboardInterrupt: pass
def my_sqrt(num, epsilon=1e-6, maxiter=1e6): """Return square root of num using Newton Raphson method""" x0, x1 = 0, 1 cnt = 0 while abs(x1 - x0) > epsilon: x0, x1 = x1, 0.5*(x1 + num/x1) cnt += 1 if cnt == maxiter: raise Exception("Max iteration reached") return x1
def unique(seq): """ Return unique elements of a list, preserving order """ seen = set() seen_add = seen.add return [x for x in seq if not (x in seen or seen_add(x))]
def intersection_of(lhs, rhs): """ Intersects two posting lists. """ i = 0 j = 0 intersection = [] while (i < len(lhs) and j < len(rhs)): if (lhs[i] == rhs[j]): intersection.append(lhs[i]) i += 1 j += 1 elif (lhs[i] < rhs[j]): ...
def hex2rgb(h): """ Convert a hex string or number to an RGB triple """ # q.v. https://git.io/fh9E2 if isinstance(h, str): return hex2rgb(int(h[1:] if h.startswith('#') else h, 16)) return (h >> 16) & 0xff, (h >> 8) & 0xff, h & 0xff
def com_arr_str(x,y): """This Function return (x intersection y) U ('[',']',',',"'",' ')` """ return [var for var in x if var in y and not var in ('[',']',',',"'",' ')]
def defaultparamsfunc(curlag, sensdict, simparams): """ Just a pass through function. """ return(curlag, sensdict, simparams)
def generate_bigrams(x): """Token processor for pytorch model to generate bigrams from word token list""" n_grams = set(zip(*[x[i:] for i in range(2)])) for n_gram in n_grams: x.append(' '.join(n_gram)) return x
def add_function(x,y): """ This function will add x to y, and return the sum""" z = x + y return(z)
def _short_name(name): # type: (str)->str """ from my_package.sub_package -> m.s """ return ".".join(n[0] if n else n for n in name.split("."))
def DNI(seed_set_cascades): """ Measure the number of distinct nodes in the test cascades started of the seed set """ combined = set() for i in seed_set_cascades.keys(): for j in seed_set_cascades[i]: combined = combined.union(j) return len(combined)
def _extract_last_value_from_string_argument(argument_string: str) -> str: """ Internal function for argument string cleanup. Parameters ---------- argument_string A string representing an argument to a function. Can be a string containing a list/tuple/set. Returns ------- ...
def default_translator(value): """Translates a "default" target to a //conditions:default selection.""" return {"//conditions:default": value}
def _drop_units(q): """ Drop the unit definition silently """ try: return q.magnitude except: return q
def eo_vm(x): """ Takes an integer and prints statements based on even/odd :param x: INT: Any integer No returns """ if type(x) != int: return print('Please input a valid integer') if x % 2 == 0: print(f'{x} is even') value = 'even' else: print(f'{x} is odd...
def reverse_int(n): """ Late to the party, but here's a good one. Integer Reverse: Given: Any random integer in decimal. Challenge: Reverse it, without using any of the obvious toString tricks, or transient conversions to a data type other than an int. """ r = 0 while n > 0: r = ...
def pretty_measure(c): """ Pretty print measure names """ if c == "complexity.params": c = "complexity.num.params" return c.replace("complexity.", "").replace("_", ".").replace("log.", "").replace(".fft", "")
def clean_set_identifiers(setlist): """Reformats setlist and encore identiers from the raw API calls Parameters ---------- setlist : list A list of songs from the Phish.net API Returns ------- setlist : list Reformatted version of the list """ for i, item in e...
def get_external_stack_name(project_code, stack_name): """ Returns the name given to a stack in CloudFormation. :param project_code: The project code, as defined in config.yaml. :type project_code: str :param stack_name: The name of the stack. :type stack_name: str :returns: The name given ...
def remove_invalid_positions(vortex_pos, antivortex_pos, r): """ Function that removes oppositely signed vortices that are too close together, typically these are sometimes detected by the algorithm when the phase field is broken near an existing vortex.""" removable_vort = [] # List of removable vortices...
def set_breakpoints_active(active: bool) -> dict: """Activates / deactivates all breakpoints on the page. Parameters ---------- active: bool New value for breakpoints active state. """ return {"method": "Debugger.setBreakpointsActive", "params": {"active": active}}
def gets_discount(x, y): """ Returns True if this is a combination of a senior citizen and a child, False otherwise. >>> gets_discount(65, 12) True >>> gets_discount(9, 70) True >>> gets_discount(40, 45) False >>> gets_discount(40, 75) False >>> gets_discount(65, 13) Fal...
def validate_tag_update(update): """ Property: ResourceUpdateConstraint.TagUpdateOnProvisionedProduct """ valid_tag_update_values = [ "ALLOWED", "NOT_ALLOWED", ] if update not in valid_tag_update_values: raise ValueError("{} is not a valid tag update value".format(update)...
def fixed_charge_coverage(ebit, lease_payments, interest_payments): """Computes fixed chage coverage ratio. Parameters ---------- ebit : int or float Earnings before interest and taxes lease_payments : int or float Lease payments interest_payments : int or float Interest...
def parse_operating_point(operating_point, operating_kinds, class_names): """Checks the operating point contents and extracts the three defined variables """ if "kind" not in operating_point: raise ValueError("Failed to find the kind of operating point.") elif operating_point["kind"] not in...
def clean_links(text): """Remove brackets around a wikilink, keeping the label instead of the page if it exists. "[[foobar]]" will become "foobar", but "[[foobar|code words]]" will return "code words". Args: text (str): Full text of a Wikipedia article as a single string. Returns: ...
def label(all_data, val, t): """ Return data to be used as the column label in a spreadsheet and denote whether or not the label must be translated, returning the tuple (label-data, should-label-be-translated?) On input: all_data -- registration report val -- the id we're looking for i...
def is_set_obj(obj): """Return True if obj is a set.""" return isinstance(obj, set)