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def get_nice_str_list(items, *, item_glue=', ', quoter='`'): """ Get a nice English phrase listing the items. :param sequence items: individual items to put into a phrase. :param str quoter: default is backtick because it is expected that the most common items will be names (variables). :retur...
def maxabs(vals): """convenience function for the maximum of the absolute values""" return max([abs(v) for v in vals])
def build_initiator_target_map(connector, target_wwns, lookup_service): """Return a dictionary mapping server-wwns and lists of storage-wwns.""" init_targ_map = {} initiator_wwns = connector['wwpns'] if lookup_service: dev_map = lookup_service.get_device_mapping_from_network( initiat...
def create_edge_adjacency(npoints:int): """This describes how the points are connected with each other example: [[0, 1], [1, 2], [3, 4], [4, 0]] This says point 0 is connected to 1. 1 is connected to 2 and eventually 4 is connecte...
def assign_prodstage(x): """ Takes a series object from df['dev_stage'] and returns the appropriate value for df['prod_stage'] based on conversion logic set below. Update as needed. Prototype: prototype production LRP: low rate production FRP: full rate production """ ...
def print_message(name): """Print greeting message.""" res = f"Hello {name}!" print(res) return { 'message': res, }
def coding_strand_to_rna(strand): """returns the coding strand to the rna strand (T --> U)""" strand = strand.upper().replace("T","U") return strand
def normalize_version_number(version_number): """Clean up the version number extracted from the header Args: version_number (str): Version number to normalize. Returns: The normalized version number. """ return version_number.replace('.', '_')
def _replace_null(value, fallback): """Replaces a null value with a fallback.""" if value is None: return fallback return value
def getChapterTitles(dirs): """ Returns a list of chapter names created by the user. """ titles = [] for folder in dirs: print("\nThe folder name is:", folder) titles.append(str(input("Chapter Title?: "))) return titles
def save_fields_to_vocab(fields): """ Save Vocab objects in Field objects to `vocab.pt` file. """ vocab = [] for k, f in fields.items(): if 'vocab' in f.__dict__: f.vocab.stoi = dict(f.vocab.stoi) vocab.append((k, f.vocab)) return vocab
def get_repo_sig_ownership(repo, sigs): """ Get repository ownership """ for sig in sigs: if repo in sig['repositories']: return sig['name'] return ""
def _find_comment_index(line): """ Finds the index of a ; denoting a comment. Ignores escaped semicolons and semicolons inside quotes """ ret = [] escape = False quote = False for i, char in enumerate(line): if char == '\\': escape = True continue ...
def resolve_location_type_enum(location_id): """Resolve the location item ID to its type name.""" if 30000000 <= location_id <= 39999999: return "solar_system" if 60000000 <= location_id < 64000000: return "station" if location_id >= 100000000: return "item" return "other"
def get_hosts_last_cpu_usage(ceilo, hosts): """Get last cpu usage of hosts. :param ceilo: A Ceilo client. :type ceilo: * :param hosts: A set of hosts :type hosts: list(str) :return: A dictionary of (host, cpu_usage) :rtype: dict(str: *) """ hosts_cpu_usage = dict() #dict of (h...
def heron(a): """Calculates the square root of a""" eps = 0.0000001 old = 1 new = 1 while True: old,new = new, (new + a/new) / 2.0 print([old, new]) if abs(new - old) < eps: break return new
def _r(alpha, d, M, e): """ Solve Eq. 10 """ return 3. * alpha * d * (d - 1. + e) * M + M**3
def search_directories_for_file(f,*args): """search a given set of directories for given filename, return 1st match Args: f (str): filename to search for (or a pattern) *args (): set for directory names to look in Returns: f (str): the *first* full path to where f is found, or f if...
def coin_change(n, coins): """Finds minimum change for n""" min_coins = [0] * (n+1) for i in range(1, n+1): if i in coins: min_coins[i] = 1 else: possible = [] for c in coins: if i - c > 0: possible.append(1 + min_...
def dfs(graph, vertex, path): """ performs Depth First Search on a given graph (2D array matrix) :param graph: 2D Array Matrix representing a directed graph :param vertex: Current vertex being computed for traversal :param path: Running path of search, required output for this problem :return: D...
def required_error(name): """ The error message presented when a required field is not present """ return "You must specify a value for {0}".format(" ".join(name.split("_")))
def adapt_value(value: str) -> str: """ Adapt string in PTB """ value = value.replace("-LRB-", "(") value = value.replace("-RRB-", ")") value = value.replace("-LSB-", "[") value = value.replace("-RSB-", "]") value = value.replace("-LCB-", "{") value = value.replace("-RCB-", "}") ...
def cal_intersection(points): """ Calculate the intersection of diagonals. x=[(x3-x1)(x4-x2)(y2-y1)+x1(y3-y1)(x4-x2)-x2(y4-y2)(x3-x1)]/[(y3-y1)(x4-x2)-(y4-y2)(x3-x1)] y=(y3-y1)[(x4-x2)(y2-y1)+(x1-x2)(y4-y2)]/[(y3-y1)(x4-x2)-(y4-y2)(x3-x1)]+y1 :param points: (x1, y1), (x2, y2), (x3, y3), (x4, y4...
def graph_char(percentage): """Return the glyph representing `percentage` as close as possible. :percentage: value to be represented :returns: string consisting of the glyph """ if percentage > 1: percentage = 1 # level contains the UTF-8 glyphs that represent percentages. level = [...
def compute_P(new_h, past_observations): """Computes weighting factor. Parameters ---------- new_h : float Altitude of current observation. past_observations : list List of past ``Observation`` objects of the same source. """ if len(past_observations) == 0: P = 1 ...
def bit_count(i): """ Calculate the number of set bits (1's) in an int :param int i: An int :returns: The number of set bits in *i* :rtype: int """ count = 0 while i: i &= i - 1 count += 1 return count
def is_list_child(tags, tag): """tag type :type tag str :type tags list :return: """ i = 0 for t in tags: if i > 1: return True if t == tag: i += 1 return i > 1
def gcd(a : int, b : int) -> int: """ fast gcd """ while b != 0: a, b = b, a % b return a
def ilog(n, base): """ Find the integer log of n with respect to the base. >>> import math >>> for base in range(2, 16 + 1): ... for n in range(1, 1000): ... assert ilog(n, base) == int(math.log(n, base) + 1e-10), '%s %s' % (n, base) """ count = 0 while n >= ba...
def generate_specs_file_name(file_prefix): """ Generate file name and suffix for specs-file (.json). """ return f"{file_prefix}-specs.json"
def pad(sequences, max_length, pad_value=0): """Pads a list of sequences. Args: sequences: A list of sequences to be padded. max_length: The length to pad to. pad_value: The value used for padding. Returns: A list of padded sequences. """ out = [] for sequence in ...
def imgsort(files): """ Sorts images from a directory into a list """ convFiles = [] for i in range(0, len(files)): convFiles.append(int(files[i].split('.')[0])) convFiles.sort(reverse=False) for num in range(0, len(convFiles)): convFiles[num] = str(convFiles[num]) ret...
def _calc_type_bit_size(bit_size: int) -> int: """Calculate the bit length of a data type which can express the given bit length""" if bit_size <= 8: return 8 elif bit_size <= 16: return 16 else: return 32
def identity_fn(*args, **kwargs): """ Act as the default function for the :term:`conveyor operation` when no `fn` is given. Adapted from https://stackoverflow.com/a/58524115/548792 """ if not args: if not kwargs: return None vals = kwargs.values() return next(ite...
def merge(d1, d2, merge_fn): """ Merges two dictionaries, non-destructively, combining values on duplicate keys as defined by the optional merge function. The default behavior replaces the values in d1 with corresponding values in d2. Examples: >>> d1 {'a': 1, 'c': 3, 'b': 2} >>> ...
def _coerce_run_param(name, val): """Ensures that named param is valid for the run command.""" if name == "flags": return tuple(val) return val
def _assure_zipped(iterables): """ """ if hasattr(iterables, '__len__'): if len(iterables) == 1: return iterables else: return zip(*iterables) else: return zip(*iterables)
def _rxcheck(model_type, interval, iss_id, number_of_wind_samples): """Gives an estimate of the fraction of packets received. Ref: Vantage Serial Protocol doc, V2.1.0, released 25-Jan-05; p42""" # The formula for the expected # of packets varies with model number. if model_type == 1: _expec...
def _checksum(railcar_number): """ Calculate checksum for a railcar number @param {number} railcar_number @return {number} checksum """ railcar_number = str( int( railcar_number) ); digit = 0 total = 0 for i in range(0, len(railcar_number), 1): digit = int(railcar_number[i])...
def can_import_module(module_name): """ Check if the specified module can be imported. Intended as a silent module availability check, as it does not print ModuleNotFoundError traceback to stderr when the module is unavailable. Parameters ---------- module_name : str Fully-qualifie...
def median(data): """ Return the median of numeric data, unsing the "mean of middle two" method. If ``data`` is empty, ``0`` is returned. Examples -------- >>> median([1, 3, 5]) 3.0 When the number of data points is even, the median is interpolated: >>> median([1, 3, 5, 7]) 4....
def _RebuildArgs(**kwargs): """Filter out the args that were set to None - they were optional""" result = {} for key, value in kwargs.items(): if value is not None: result[key] = value return result
def reorder_events(new_events): """ Place marginalize events at end of events """ new_events_reordered = [] for event in new_events: if event[0] != 'marginalize': new_events_reordered.append(event) for event in new_events: if event[0] == 'marginalize': new...
def invertir(palabra): """Esta funcion invierte un texto""" tamano = len(palabra) nueva_palabra = "" for i in range( 1, ( tamano + 1 ) ): nueva_palabra = nueva_palabra + palabra[-i] return nueva_palabra
def primeiro_pai(sub_pergaminho): """ :param pergaminho: sub_pergaminho a ser lido :return: String com o nome do primeiro pai """ lista1 = [] lista2 = [] for i in range(len(sub_pergaminho)): lista1.append(sub_pergaminho[i][1]) #extraindo filhos lista2.append(sub_pergaminho[i]...
def inverse_scale(X_, X_min, X_max): """ X_ is scaled X is unscaled """ # with min=0, max=1 #sigma = X_ X = X_ * (X_max - X_min) + X_min #with min=-1, max=1 X = (1/2)*(X_+1)*(X_max-X_min)+X_min return X
def is_config_field(attr: str): """Every string which doesn't start and end with '__' is considered to be a valid usable configuration field.""" return not (attr.startswith('_') or attr.endswith('_'))
def generate_triples(x, y): """ Use complex number squaring idea from https://www.youtube.com/watch?v=QJYmyhnaaek to generate pythagorean triples. Here, x > y and sum of generated triplets = 2x(x + y) """ n1 = x**2 - y**2 n2 = 2*x*y n3 = x**2 + y**2 return n1, n2, n3
def moles_to_volume(pressure: float, moles: float, temperature: float) -> float: """ Convert moles to volume. Ideal gas laws are used. Temperature is taken in kelvin. Volume is taken in litres. Pressure has atm as SI unit. Wikipedia reference: https://en.wikipedia.org/wiki/Gas_laws Wiki...
def write_float(data): """Writes a formatted string from a float. Floats are printed out in exponential format, to 8 decimal places and filling up any spaces under 16 not used with spaces. For example 1.0 --> ' 1.00000000e+00' Args: data: The value to be read in. Returns: A formatted...
def primer_clean(primer): """Handle non-IUPAC entries in primers, maps I for inosine to N. >>> primer_clean("I") 'N' Inosine is found naturally at the wobble position of tRNA, and can match any base. Structurally similar to guanine (G), it preferentially binds cytosine (C). It sometimes used i...
def normalize_column_to_midi_range(column, target_range, target_min_value): """ Normalizes the values to the values range used by the MIDI format :param column: A list with the values that should be sonified :param target_range: The target range :param target_min_value: The target minimum value ...
def chain_set(mixed_chains): """ Gives you a set of all the chains contained in the PDB file """ return set([i[0] for i in mixed_chains])
def compute_new_shape(origin_shape, indexes_shapes_info): """Compute new shape between origin shape with final shape.""" new_shape = [] for i in indexes_shapes_info: if i == origin_shape: new_shape.extend(origin_shape) else: new_shape.append(1) return tuple(new_sh...
def prepareHoverSignal(label, type_, posData, posPixel, draggable, selectable): """See Plot documentation for content of events""" return {'event': 'hover', 'label': label, 'type': type_, 'x': posData[0], 'y': posData[1], 'xpixel': posPixel[0], ...
def get_boundaries(bio): """ Extracts an ordered list of boundaries. BIO label sequences can be either - Raw BIO: B I I O => {(0, 2, None)} - Labeled BIO: B-PER I-PER B-LOC O => {(0, 1, "PER"), (2, 2, "LOC")} """ boundaries= [] i = 0 while i < len(bio): if bio[i]...
def sort_separation_tuple(separation): """Sort a separation :param separation: Initial separation :return: Sorted tuple of separation """ if len(separation[0]) > len(separation[2]): return ( tuple(sorted(separation[2])), tuple(sorted(separation[1])), tupl...
def match_2d(puzzle, row, col, word): """ Match word in current position in 4 directions :param puzzle: :param row: :param col: :param word: :return: Tuple x, y end coordinates or None """ # Directions - left, down, right, up and 4 directions diagonally dirs = [(1, 0), (0, 1), (...
def sort_configs(configs): # pylint: disable=R0912 """Sort configs by global/package/node, then by package name, then by node name Attributes: configs (list): List of config dicts """ result = [] # Find all unique keys and sort alphabetically _keys = [] for config in configs: ...
def is_color(s): """Test if parameter is one of Black or Red""" return s in "BR"
def _pack_image(pixels): """Do create 2d list of pixels and return the list.""" packed_pixels = [] pixel_length = pixels[0] for i in range(0, len(pixels[1]), pixel_length): packed_pixels.append(tuple(pixels[1][i:i + pixel_length])) return packed_pixels
def _valid_mutator_no_contributions_None(data): """ Contributions can be absent, in which case the Pydantic model will set the default value to None, and not the empty list, make sure that works. """ data["contributions"] = None return data
def format_path_nodes(urls): """ Takes the content response from a neo4j REST API paths call (URLs to paths) and returns a list of just the node ID's """ nodeIds = [] for url in urls: nodeIds.append(url.split("/")[-1]) return nodeIds
def _as_list(list_str, delimiter=','): """Return a list of items from a delimited string (after stripping whitespace). :param list_str: string to turn into a list :type list_str: str :param delimiter: split the string on this :type delimiter: str :return: string converted to a list :r...
def greatest_common_divisor(x, y): """get the greatest common divisor of rhs, lhs.""" if not isinstance(x, int) or not isinstance(y, int): raise TypeError("Input of greatest common divisor should be integer") if y < x: y, x = x, y if x == 0: raise ValueError("Input can not be zer...
def update_output_div(input_value): """Format the input string for displaying""" return 'You\'ve entered "{}"'.format(input_value)
def get_slot(datetime_sec, band): """ Return IBP schedule time slot (0 ... 17) from given datetime_sec (second from UNIX time epoch) and band (14, 18, ..., 28) MHz value """ time_xmit = 10 # sec (transmitting time length) n_slots = 18 # number of slots period_sched = n_slots * time_xmit ...
def subtract_plus(joined_fields): """Split the feature list by the delimiter to run per-element checks """ return joined_fields.split('+')
def needs_cblas_wrapper(info): """Returns true if needs c wrapper around cblas for calling from fortran.""" import re r_accel = re.compile("Accelerate") r_vec = re.compile("vecLib") res = False try: tmpstr = info['extra_link_args'] for i in tmpstr: if r_accel.sear...
def calculate_radius(mu, alpha): """ BUILD THIS FUNCTION TO RETURN A VALUE IN METERS """ return float(mu + alpha) / 10.
def _zero_to_nan(values): """Replace every 0 with 'nan' and return a copy.""" return [float('nan') if x==0 else x for x in values]
def __find_tokens_for_terms(index, search_terms): """Returns matching token objects for the given terms """ search_tokens = [] needles = set(search_terms) for token in index: for needle in needles: if needle == token.term: search_tokens.append(token) ...
def make_json(structure, variable_name=None, indent=1, **k): """Converts something into a json string, optionally attributing the result to a variable. It also escapes the forward slash, making the result suitable to be included in an HTML <script> tag. """ import json s = json.dumps(struct...
def remove_pickle_problems(obj): """doc_loader does not pickle correctly, causing Toil errors, remove from objects. """ if hasattr(obj, "doc_loader"): obj.doc_loader = None if hasattr(obj, "embedded_tool"): obj.embedded_tool = remove_pickle_problems(obj.embedded_tool) if hasat...
def remove_sp_chars(text): """ This removes special characters from the text """ return text.encode("ascii", "ignore").decode("ascii")
def trigger_source_adv(session, Type='Int32', RepCap='', AttrID=1150052, buffsize=0, action=['Get', '']): """[Advanced Trigger Source <int32>] Specifies the advanced trigger source, which are can be selected from enums of AgM933XTriggerSourceEnum. These sources may be chosen as individual sources or logica...
def list_to_string(list): """Transform a list to string""" result = "" for i in list: result += i return result
def check_ipv6_rule_exists(rules, address, port): """ Check if the rule currently exists """ for rule in rules: for ip_range in rule['Ipv6Ranges']: if ip_range['CidrIpv6'] == address and rule['FromPort'] == port: return True return False
def export_report(ss, report_id, export_format, export_path, sheet_name): """ Exports a report, given export filetype and location. Allows export format 'csv' or 'xlsx'. :param ss: initialized smartsheet client instance :param report_id: int, required; report id :param export...
def format_bases(bases): """ Generate HTML that colours the bases in a string. Args: bases: A string containing a genetic sequence. Returns: An HTML string. """ formatted = '' for b in bases: formatted += '<span class="base-{}">{}</span>'.format(b,b) return forma...
def buy_sell_hold(*args): """ DOCSTRING """ columns = [c for c in args] requirement = 0.02 for column in columns: if column > requirement: return 1 if column < -requirement: return -1 return 0
def convert_SI(val, unit_in, unit_out): """Based on unitconverters.net.""" SI = {'Meter':1, 'Kilometer':1000, 'Centimeter':0.01, 'Millimeter':0.001, 'Micrometer':0.000001, 'Mile':1609.35, 'Yard':0.9144, 'Foot':0.3048, 'Inch':0.0254} return val*SI[unit_in]/SI[unit_out]
def bucket_sort(my_list: list) -> list: """ >>> data = [-1, 2, -5, 0] >>> bucket_sort(data) == sorted(data) True >>> data = [9, 8, 7, 6, -12] >>> bucket_sort(data) == sorted(data) True >>> data = [.4, 1.2, .1, .2, -.9] >>> bucket_sort(data) == sorted(data) True >>> bucket_sor...
def _convert_det_result_to_track_cal(det_data): """ det_data: kps, center, scale. """ image_id_list = [] for i in range(len(det_data['annotations'])): image_id_list.append(det_data['annotations'][i]['image_id']) image_id_set = list(set(image_id_list)) image_id_set.sort() det_dat...
def format_number_d(n: int, c: str) -> str: """ Formats a number on thousands. :param n: Number :param c: Format char :return: Formatted number """ assert isinstance(n, int) return format(n, ',').replace(',', c)
def sanitize(value: str) -> str: """ On GCP publish format, the pattern adopted to define a row is to use comma-separated values: <IMAGE_NAME>,<TASK_NAME>,<TAGS> Thus, we must sanitize the inputs <IMAGE_NAME>, <TASK_NAME> and <TAG> to not include any "," characters, which could break th...
def get_families(current_algo, ml_algo): """ Given current algorithm we get its families. current_algo : String Input algorithm specified ml_algo : Dictionary key, value dictionary with family as key and algorithms as list of values return: List List of families returned """ ...
def contains_sublist(lst, sublst): """ Check if one list contains the items from another list (in the same order). :param lst: The main list. :param sublist: The sublist to check for. :returns: :data:`True` if the main list contains the items from the sublist in the same order, :data:...
def fib2(n): # return Fibonacci series up to n """Calculates Fibonacci series up to n Args: n: High limit of the serie Returns: A list of the elements of the serie """ result = [] a, b = 0, 1 while b < n: result.append(b) a, b = b, a + b return result
def log_url(ip, port, project, spider, job): """ get log url :param ip: host :param port: port :param project: project :param spider: spider :param job: job :return: string """ url = 'http://{ip}:{port}/logs/{project}/{spider}/{job}.log'.format( ip=ip, port=port, project=...
def congruent_linear_generator(a : int, m : int, c : int, x0 : int): """ :def: Linear Congruent Generator Technique : Method to generate pseudo-randoms : :param a: Random Parameter :type a: int :param c: Constant used to create bigger variation of generated numbers :type c: int ...
def power_level(x, y, num): """ >>> power_level(3, 5, 8) 4 >>> power_level(122, 79, 57) -5 >>> power_level(217, 196, 39) 0 >>> power_level(101, 153, 71) 4 """ rack_id = x + 10 power_level = rack_id * y power_level += num power_level *= rack_id i...
def get_mean(size, numbers): """ Gets the average for N elements in an array Input: - size(int): number of elements - number(array[float]): list of element to calculate the mean Returns: - res(float): mean of the elements """ sum_nums = 0 for element in numbers: sum_nums...
def _make_sampling_table_ordering(tables, root_name): """ Returns a list of table names with the join_root at the front. """ return [root_name ] + [table.name for table in tables if table.name != root_name]
def get_loc_offset(box_gt, box_anchor): """Computes the offset of a groundtruth box and an anchor box. Args: box_gt (array): groundtruth box. box_anchor (array): anchor box. Returns: float: offset between x1 coordinate of the two boxes. float: offset between y1 coordinate o...
def get_time_group_max(time_group): """Return dictionary with max values for each time group.""" dict_time_max = {'year': 5000, # dummy large value for year since unbounded ... 'season': 4, 'quarter': 4, 'month': 12, ...
def fahrenheit_to_celsius(temperature_F): """ converts F -> C """ return (temperature_F - 32) * (5.0 / 9.0)
def is_engine_in_list(engines_list, engine_class): """Checks if engine in the list :param list engines_list: list of engines :param engine_class: engine class :returns: True if engine in the list False if engine not in the list """ engines = filter( lambda engine: isinsta...
def index(item, seq): """Helper function that returns -1 for non-found index value of a seq""" if item in seq: return seq.index(item) else: return -1
def check_private_exponent(a, B=512): """ Checks the bit length of the given private exponent. If you've asked for a random number of bit length at least :param:`B`, but are retrieving numbers that are smaller than said size, you might want to check your RNG. >>> B = 8 >>> a = 0b11111111 >...