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def solution1(nums): """ Inefficient solution written by myself --- :type nums: list[int] :rtype: list[int] """ repeated_nums = [] for i, num in enumerate(nums): if num in nums[:i]: repeated_nums.append(num) return repeated_nums
def _GetFields(trace=None): """Returns the field names to include in the help text for a component.""" del trace # Unused. return [ 'type_name', 'string_form', 'file', 'line', 'docstring', 'init_docstring', 'class_docstring', 'call_docstring', 'length', ...
def get_branch(branch_dict, n_hash_chars=7, hash_prefix=':'): """ Extract branch name from banch meta data. If no branch name is found, fall back to HEAD's hash. Arguments --------- branch_dict: dict branch meta data dictionary n_hash_chars: int number of characters to print...
def feature_vectors_calculated_message(body): """ Method for make message with data which would be send to rabbitmq features vectors calculated queue, if calculation success :param body: body of message received from RabbitMQ queue :type body: dict :return: features vectors calculated message ...
def arg_str2dict(arg): """ Converting argument from "arg1=va1 arg2=val2 ..." to dict {arg1:va1, arg2:val2, ...} :param args: str :return: dict """ try: arg_dict = {i.split('=')[0]: i.split('=')[1] for i in arg.split()} except Exception as e: raise TypeError( "Inva...
def small_vote_power(karma): """See https://github.com/LessWrong2/Lesswrong2/blob/devel/packages/lesswrong/lib/voting/new_vote_types.ts for the vote power implementation. See also the blog post at https://lw2.issarice.com/posts/7Sx3CJXA7JHxY2yDG/strong-votes-update-deployed#Vote_Power_by_Karma""" if...
def _article_has_problem(article): """Helper function to filter out articles with problems. :param article: input article :type article: dict :return: `True` or `False` :rtype: boolean """ return article['has_problem']
def dict_domains_in_chromosomes(domains_list): """Given a list of domains (chr start end) return a dictionary of with chromosomes as keys and list of domains as values""" chromosomes = {} for i in domains_list: chrom = i[0] if chrom not in chromosomes.keys(): chromosomes[chro...
def get_closest_fibonacci_number(current_fib: int, previous_fib: int, fibonacci_number: int) -> int: """ Returns the fibonacci number with the shortest distance of two consecutive fibonacci numbers. """ if abs(previous_fib - fibonacci_number) <= abs(current_fib - fibonacci_number): return previo...
def proxy_three(f, args, stdin, stdout, stderr, spec, stack): """Calls a proxy function which takes three parameter: args, stdin, stdout. """ return f(args, stdin, stdout)
def _build_param_docstring(param): """Builds param docstring from the param dict :param param: data to create docstring from :type param: dict :returns: string giving meta info Example: :: status (string) : Statuses to be considered for filter from_date (string) : Start date filter...
def check_matrix_equality(A, B, tol=None): """ Checks the equality of two matrices. :param A: The first matrix :param B: The second matrix :param tol: The decimal place tolerance of the check :return: The boolean result of the equality check """ # Section 1: First...
def vec_cross (v1,v2): """ vector cross product """ return [ (v1[1] * v2[2]) - ( v1[2] * v2[1]), (v1[2] * v2[0]) - ( v1[0] * v2[2]), (v1[0] * v2[1]) - ( v1[1] * v2[0]) ]
def _pad_jagged_sequence(seq): """ Pads a 2D jagged sequence with the default value of the element type to make it rectangular. The type of each sequence (tuple, list, etc) is maintained. """ columns = max(map(len, seq)) # gets length of the longest row return type(seq)( ( ...
def clean_prefix(x: str, prefix: str) -> str: """Remove a prefix and all options from the command x.""" if not x.startswith(prefix): return x x = x[len(prefix) :] i = 0 last_was_minus = False for i, char in enumerate(x): if last_was_minus: if char == " ": ...
def get_maximum_samples_to_search_among(maximum_samples_to_search_among, X_unlabelled_np, nr_of_samples): """ get_maximum_samples_to_search_among internal function used by the module Returns the number of samples that should be searched among. If maximum_samples_to_search_among.lower() == "all", it re...
def puncify(s): """Replaces unicode characters with the appropriate ASCII punctuation""" return s.replace(u'\xa0', u' ').replace(u'\u201c', '"').replace(u'\u201d', '"').replace(u'\u2019', "'").replace(u"&amp;", '&').replace(u'\u2026', '...')
def GetUpdatesUrl(project_name, max_results=1000): """Construct the URL to the issues updates for the given project.""" return ('http://code.google.com/feeds/p/%s' '/issueupdates/basic?max-results=%d' % (project_name, max_results))
def _cached_call(cache, estimator, method, *args, **kwargs): """Call estimator with method and args and kwargs.""" if cache is None: return getattr(estimator, method)(*args, **kwargs) try: return cache[method] except KeyError: result = getattr(estimator, method)(*args, **kwargs)...
def _find_stream_by_type(streams, stream_type="EEG"): """Find the first stream that matches the given type.""" for stream in streams: if stream["info"]["type"][0] == stream_type: return stream
def dict_keys_to_comma_str(dict): """ Comma seperates dict keys into string Args: dict (dict): A dictionary. Returns: str: Comma seperated string of keys. """ return ', '.join([str(i) for i in dict.keys()])
def _capitalize_first_letter(c): """Capitalize the first letter of the input. Unlike the built-in capitalize() method, doesn't lower-case the other characters. This helps mimic the behavior of proto-lens-protoc, which turns Foo/Bar/BAZ.proto into Foo/Bar/BAZ.hs (rather than Foo/Bar/Baz.hs). Args:...
def _groupid_artifactid(name): """ @name - string - package name of the form groupid:artifactid, e.g. junit:junit @return - list - [groupid, artifactid] """ return name.split(':')
def trunc(s, n): """ Truncate a string to N characters, appending '...' if truncated. trunc('1234567890', 10) -> '1234567890' trunc('12345678901', 10) -> '1234567890...' """ if not s: return s return s[:n] + "..." if len(s) > n else s
def ngpu(gpus): """ count how many gpus used. """ gpus = [gpus] if isinstance(gpus, int) else list(gpus) return len(gpus)
def pentagon_number(n): """Get the nth pentagon number Pn = n * (3 * n - 1) / 2 Test cases: - 044 """ pentagon = (n * (3 * n - 1)) / 2 return pentagon
def same(effective_kernel_size: int): """Pads such that the output size matches input size for stride=1.""" return [(effective_kernel_size - 1) // 2, effective_kernel_size // 2]
def track_prop_dict_length(track_prop_dict): """Returns the number of tracks in a track properties dictionary. Raises an exception if the value lists in the input dictionary are not all of the same length. Returns zero if the track properties dict is empty.""" # A fancy way of checking if all value...
def align_decimal(number, left_pad=7, precision=2): """Format a number in a way that will align decimal points.""" outer = '{0:>%i}.{1:<%i}' % (left_pad, precision) inner = '{:.%if}' % (precision,) return outer.format(*(inner.format(number).split('.')))
def factorial(a): """Accepts one integer and prints its factorial (recursive)""" if a == 1 or a == 0: return 1 else: return factorial(a - 1) * a
def int_to_bytes(integer: int) -> list: """ Converts a single integer number to an list with the length 2 with highest byte first. The returned list contains values in the range [0-255] :param integer: the integer to convert :return: the list with the high byte first """ return [(integer >> ...
def id_to_ec2_id(instance_id, template='i-%08x'): """Convert an instance ID (int) to an ec2 ID (i-[base 16 number]).""" return template % int(instance_id)
def default_port(protocol): """ Returns the default port based on the protocol Args: protocol (str): The protocol to return the default port for. Valid values are "http" and "https" Returns: str: The default protocol port value as a string """ return '443' if protocol...
def RelativeChange(before, after): """Returns the absolute value of the relative change between two values. Args: before: First value. after: Second value. Returns: Relative change from the first to the second value, or infinity if the first value is zero. This is guaranteed to be non-negative. ...
def get_number_of_bills(budget: float, denomination: int) -> int: """Calculate the number of bills after exchanging whole budget. :param budget: float - the amount of money you are planning to exchange. :param denomination: int - the value of a single bill. :return: int - number of bills after exchangi...
def rotate_clockwise(shape): """ Rotates a matrix clockwise """ return [[shape[len(shape)-y-1][x] for y in range(len(shape))] for x in range(len(shape[0]))]
def find_val_or_next_smaller_iter(bst, x, d=None): """Get the greatest value <= x in a binary search tree. Returns None if no such value can be found. """ while True: if bst is None: return d elif bst.val == x: return x elif bst.val > x: (bst, ...
def get_gps_check_fail_flags(estimator_status: dict) -> dict: """ :param estimator_status: :return: """ gps_fail_flags = dict() # 0 : insufficient fix type (no 3D solution) # 1 : minimum required sat count fail # 2 : minimum required GDoP fail # 3 : maximum allowed horizontal positi...
def html_escape(s): """ Replace special characters "&", "<" and ">" to HTML-safe sequences. If the optional flag quote is true, the quotation mark character (") is also translated. """ s = s.replace("&", "&amp;") s = s.replace("<", "&lt;") s = s.replace(">", "&gt;") s = s.replace(" "...
def __split_line_comment(line): """ Splits a line into the data part and the comment part @ In, line, string, line @ Out, (data, comment), (string, string), The comment part maybe empty """ data = '' comment = '' in_string = False in_comment = False for char in line: if char == "'": ...
def process_3col_csv(lol, type_id): """ 3 column format is a legacy format that allows for a ds config file in the format of: new-ds-name,new-ds-ip,rec-ip linux_123,10.0.2.3,172.16.12.30 This is dependant on creating a section in the ini file called [types] with f...
def add_leading_gaps(t_aligned, s_aligned, i, j): """Add the leading gaps to alignments.""" for _ in range(i): t_aligned = t_aligned[:0] + '-' + t_aligned[0:] for _ in range(j): s_aligned = s_aligned[:0] + '-' + s_aligned[0:] # pragma: no cover return s_aligned, t_aligned
def producto_punto(vector_a, vector_b): """ (list, list) -> num calcula el producto escalar entre dos vectores >>> producto_punto([1,2], [1,2]) 5 >>> producto_punto([2,2,2], [2,2,2]) 12 :param vector_a: el primer vector :param vector_b: el segundo vector :return: num el escal...
def matrixMul(a, b): """ Returns the product of the given matrices """ # Initializing Empty Matrix c = [[0, 0], [0, 0]] # 2x2 matrix multiplication. Essentially O(1) for i in range(2): for j in range(2): for k in range(2): c[i][j] = (c[i][j] + (a[i][k...
def lower_dict_keys(some_dict): """Convert all keys to lowercase""" result = {} for key, value in some_dict.items(): try: result[key.lower()] = value except AttributeError: result[key] = value return result
def cw_distance(az1: float, az2: float) -> float: """ Calculates the 'clockwise' distance between two azimuths, where 0 = North and the direction of increasing angle is clockwise. :param az1: Azimuth 1. :type az1: float :param az2: Azimuth 2. :type az2: float :returns: The angular dista...
def MatchingBtoC(B, C): """ Searches observations in B, and returns a dict of which source is in which publication. """ my_search = dict() for obj in B: if obj: name = obj['Source_Name'] my_search[name] = [] for index, pub in enumerate(C): ...
def keyword_detection(text, keyword): """ keyword detection function from given input text and keyword to be detected in the text. arguments: -- text -- input text <string> -- keyword -- keyword to be found in the text <string> return: -- Boolean True ...
def line2dict (feat_names, feat_vals, ignore_blank): """ Create dictionary from the input line.""" result = {} if len(feat_names) != len(feat_vals): raise ValueError("Feature vector length does not match: expected=%s got=%s" % (len(feat_names),len(feat_vals))) for i in range(len(feat_names)): ...
def make_disjoint_sets(lists): """ Take list of lists and create disjoint lists by merging the input lists :param lists: :return: """ sets = [set(l) for l in lists] merged = True while merged: merged = False result = [] while sets: common, rest = sets...
def make_sequence_tree(size): """Make a maximally unbalanced tree (a sequence) with size nodes.""" if size <= 1: return 0 return (make_sequence_tree(size-1), 0)
def nds_coord(x, y, width, height): """Convert SCS to NDS.""" return (2 * x - width) / width, (height - 2 * y) / height
def rtable_q_target(route_entry): """ Args: route_entry: (dict) Returns: string: returns route table entry destination exit point """ if route_entry.get('GatewayId'): return route_entry.get('GatewayId') elif route_entry.get('InstanceId...
def format_dict(dict_: dict) -> str: """Method to take a dictionary and return a string of comma seperated key, value in below format >>> d = {"key1": "value1", "key2": "value2"} >>> s = format_dict(d) >>> assert s == "key1=value1, key2=value2" """ pairs = [] for key, value in dict_...
def force_harmonic(x, x0, k): """ force_harmonic(x, x0, k) Returns force acting from displacememt of x away from x0 from harmonic potential """ return 2 * k * (x0 - x)
def ct_compare(a, b): """ ** From Django source ** Run a constant time comparison against two strings Returns true if a and b are equal. a and b must both be the same length, or False is returned immediately """ if len(a) != len(b): return False result = 0 for ch_a, ch_b in zip(a, b): result |= ord(c...
def pad(value, return_type=str): """ Pad binary value with zeros :param value: string :param return_type: string """ if type(value) is not str: raise TypeError("pad only accepts str, not {}".format(str(type(value)))) if len(value) % 4 != 0: pad_amount = 4 - (len(v...
def argmax(a): """Return (index,val) for the largest element in a""" besti = -1 for i in range(len(a)): if besti == -1 or a[i] > a[besti]: besti = i return besti, a[besti]
def directory_fmt(directory): """In ensure that directories end with '/'; fixes recursive copy.""" return directory.rstrip('/') + '/'
def vnfd_vl_maps_on_nsd_vl(nsd, vnfd, vl): """ This method returns whether a vnfd vl maps on an nsd vl """ name = vnfd['name'] version = vnfd['version'] vendor = vnfd['vendor'] res_cp = None for cp in vl['connection_points_reference']: if ':' not in cp: res_cp = cp...
def get_requested_roles(settings): """Retrieve any valid requested_roles from dict settings""" if ('requested_roles' in settings and settings['requested_roles'] not in ['None', None]): return settings['requested_roles'].split(',') else: return []
def reward_1(distance_to_center_line, delta_heading, current_speed, target_speed, max_reward=1.0, min_reward=-1.0, weights=[0.6, 0.4, 0.5]): """Returns the reward based on distance to center line and delta heading""" # Distance reward 1 distance_reward = max( max_reward - (distance_to_c...
def capitalize(string): """Return string with first character capitalised. Some acronym like XML, XRC. @note: Be carefully it possibly breaks i18n.""" # Don't capitalise those terms if string.upper() in ['XML', 'XRC', 'URL']: return string.upper() return string.capitalize()
def calculate_levenshtein_distance(string1, string2): """ Compute the minimum number of substitutions, deletions, and additions needed to change string1 into string2. Parameters ---------- string1 : str string to calculate distance from string2 : str string to calculate dist...
def rhs_count(list_to_search, sublist): """Returns count of occurances of sublist in list_to_search.""" if len(sublist) > len(list_to_search): return 0 count = 0 for idx in range(len(list_to_search) - len(sublist) + 1): if list_to_search[idx:idx + len(sublist)] == sublist: count += 1 return coun...
def is_zero_dict( dict ): """ Identifies empty feature vectors """ has_any_features = False for key in dict: has_any_features = has_any_features or dict[key] return not has_any_features
def globalOutgassing(Fmod_out, Q, m): """ This function will calculate the outgassing flux (equation S9). Inputs: Fmod_out - the modern Earth's outgassing rate [mol C yr-1] Q - pore space heat flow relative to modern Earth [dimensionless] m - scaling parameter [dimensi...
def _default_cache_key(args, kwargs): """By default, toolz.memoize will only cache positional args if no cache key is passed and it can't determine if there's keyword arguments. However, this will cause memoize to cache *both* if a cache key func isn't provided. """ return (args or None, frozenset(k...
def add_IFD(metadata: dict, ifd: str) -> dict: """Adds an empty object to a dictionary if one does not already exist""" if ifd not in metadata: metadata.update({ifd: {}}) return metadata
def has_disk_dev(mapping, disk_dev): """Determine if a disk device name has already been used. Looks at all the keys in mapping to see if any corresponding disk_info tuple has a device name matching disk_dev Returns True if the disk_dev is in use.""" for disk in mapping: i...
def alpha_operation_sorter(endpoint): """ sort endpoints first alphanumerically by path, then by method order """ path, method, callback = endpoint method_priority = { 'GET': 0, 'POST': 1, 'PUT': 2, 'PATCH': 3, 'DELETE': 4 }.get(method, 5) return path, method_...
def _get_experiment_name(experiment_config: dict) -> str: """Returns the name of the experiment described by |experiment_config| as a string.""" # Use str because the yaml parser will parse things like `2020-05-06` as # a datetime if not included in quotes. return str(experiment_config['experiment']...
def _is_madx_string_col_identifier(type_str: str) -> bool: """ ``MAD-X`` likes to return the string columns by also indicating their width, so trying to parse `%s` identifiers only we might miss those looking like `%20s` specifying (here) a 20-character wide column for strings. Args: type_...
def collapse_lines(str): """ strip() each line in a string and return the remaining non-empty lines joined together""" return ''.join(filter(bool, (line.strip() for line in str.split('\n'))))
def slice_whole(x,u,step,lnpdf,pdf_params,isDomainFinite,domain): """ NAME: slice_whole PURPOSE: create the interval in slice sampling by using the whole, finite domain INPUT: x - current sample u - current (log) height of the slice step - step ...
def type_dist(corpus): """Counts number of types in a corpus""" output = {} for text in corpus: for word_type in set(text): output[word_type] = output.get(word_type, 0) + 1 return output
def gray_encode(i): """Gray encode the given integer.""" return i ^ (i >> 1)
def values_from_list_of_dicts(lst, key): """ Converts a list of dictionaries to a list of values from the given key. """ return [d[key] if isinstance(d, dict) else d[0][key] for d in lst]
def maybe_route_func(func, count): """ Routes the given `func` `count` times if applicable. Parameters ---------- func : `callable` The respective callable to ass count : `int` The expected amount of functions to return. Returns ------- result : `list` of `f...
def distance2(cell1, cell2): """Return euclidean distance between cells.""" return ((cell1[0] - cell2[0])**2 + (cell1[1] - cell2[1])**2)**0.5
def get_ir_frame_number(rgb_idx, n_ir, n_rgb): """Returns index of IR frame corresponding to the RGB frame idx.""" ir_idx = round(n_ir*float(rgb_idx)/n_rgb) return ir_idx
def square(root): """This function calculates the square of the argument value""" result = root * root return result
def get_inverse_matrix(matrix, size): """ Since we cannot use numpy, we need to do the matrix inversion Use Gaussian elimination simplified for our case as we know that the matrix can be inversed :param matrix: the matrix to be inverted :param size: the matrix size :return: the inverted matrix ...
def revpow(n, base): """ Reverse of ``pow`` built-in function. >>> for i in range(4): ... revpow(pow(2, i), 2) == i ... True True True True :param n: number that is a power of base :param base: the base :return: int """ res = 0 ...
def is_comparison_pass(avg_historical_throughput, test_throughput, tolerance, ref_type='none'): """ Determine whether or not to consider the benchmark test as passed. This is based on whether the throughput of the microbenchmark has decreased more than the allowed tolerance %. Parameters -...
def tc(text: str) -> str: """Filter for table cell content.""" return text.replace("|", "{vbar}")
def _remove_trailing_zeros(lst): """ Removes any zeros at the end of the list. """ k=0 for k, value in enumerate( lst[::-1] ): if value != 0: break lst_no_trailing_zeroes = lst if k == 0 else lst[:-k] return lst_no_trailing_zeroes
def part1(data): """ >>> part1([[5, 1, 9, 5], [7, 5, 3], [2, 4, 6, 8,]]) 18 >>> part1(read_input()) 43074 """ return sum(max(row) - min(row) for row in data)
def _full_index(sample_id_col): """Return all columns necessary to uniquely specify a junction""" return [sample_id_col, 'chrom', 'intron_start', 'intron_stop', 'strand']
def filter_func(row): """ Filter function for data :param row: row, dictionary :return: True if it should be included, False if skipped """ items_to_keep = {"99197", "105574", "1963838"} return row['item_nbr'] in items_to_keep
def orGate(argumentValues): """ Method that evaluates the OR gate @ In, argumentValues, list, list of values @ Out, outcome, float, calculated outcome of the gate """ if 1 in argumentValues: outcome = 1 else: outcome = 0 return outcome
def PieceWiseOptimalityFunction(Min, Optimal, Max, X_in): """ A piecewise function of X_in, with parameters of Min, Max, and Optimal, that will return a number between 0 and 1. A linear increase from 0 to 1 across the X_in range of (Min, Optimal]. A linear decrease from 1 to 0 across the X_in range of (...
def dot_to_underscore(string): """ Replace every dot with an underscore in a string. """ return string.replace('.','_')
def factorial(i): """ This function return i! if i is in [1, 10], -1 otherwise. """ if i <=0 or i >10: return -1 curr = 1 for k in range(2, i+1): curr *= k return curr
def dict_islice(Dict, *keys): """Returns a shallow copy of the subset of a given dict (or an otherwise hashable object) with a given set of keys. The return object is a dict. This is similar to dict_slice, except that missing keys in Dict will be ignored. """ # This is fancy but we require Dict to have ke...
def _range_checker(ip_check, first, last): """ Tests whether an ip address is within the bounds of the first and last address. :param ip_check: The ip to test if it is within first and last. :param first: The first IP in the range to test against. :param last: The last IP in the range to test again...
def xorbytes(a, b): """ Convert from bytes > int > xor > int > bytes """ a = int.from_bytes(a, byteorder='big') b = int.from_bytes(b, byteorder='big') xor = a ^ b # Determine number of bytes, equivalent to math.ceil numbytes = (xor.bit_length() + 7) // 8 return xor.to_bytes(numbytes, byteord...
def unsquash(string): """camelCase / PascalCase -> camel Case / Pascal Case""" new = "" for char in string: new += f" {char}" if char.isupper() else char return new.strip()
def common(expected_payload, json_data): """ The expected payload is the expected data and we compare it to the json data """ for key in json_data.keys(): if key not in expected_payload: msg = 'The field {} is not required'.format(key) return {"status": "Failed!", "m...
def kUB_(B,kUB,Cooperativity,P): """Returns the receptor binding rate kUB for either the cooperative or the non-cooperative binding model. Parameters ---------- B : float Number of bound receptors. kUB : float Rate at which AMPARs bind to PSD slots. Cooperativity : 0, 1 ...