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def B(i,j,k): """ Tensor B used in constructing ROMs. Parameters ---------- i : int j : int k : int Indices in the tensor. Returns ------- int Tensor output. """ if i == j + k: return -1 elif j == i + k or k == i + j: return 1 el...
def filter_list_to_filter_policies(event_key: str, filter_list: list) -> dict: """ Helper function to convert defined filter policies to AWS API acceptable format. """ processed_filters = [] for filters in filter_list: event = filters.split(".") assert len(event) == 2 i...
def fail(error_msg): """ Create failure response :param error_msg: :return: """ return {'status': 'failure', 'error_msg': error_msg}
def ssh_cmd_task_exec(detail, command_on_docker, wait_press_key=None) -> str: """SSH command to execute a command inside the first docker containter of a task.""" wait_cmd = "" if wait_press_key: wait_cmd = "; echo 'Press a key'; read q" return ( f"TERM=xterm ssh -t {detail['ec2InstanceI...
def oneHotEncode_4_evtypes_tau_decay_length(x, r_vals): """ This function one hot encodes the input for the event types cascade, tracks, doubel-bang, starting tracks """ cascade = [1., 0., 0., 0.] track = [0., 1., 0., 0.] doublebang = [0., 0., 1., 0.] s_track = [0., 0., 0., 1.] cut ...
def tsp_not_return(num_vertex, distances, from_start=None): """ from_start: distance from a virtual start vertex (PAST3M) """ assert num_vertex < 20 if from_start == None: from_start = [0] * num_vertex INF = 9223372036854775807 SUBSETS = 2 ** num_vertex memo = [[INF] * num_verte...
def split_digits(n1, n2): """Takes two numbers and returns them as lists of integer digits""" num1 = [int(d) for d in str(n1)] num2 = [int(d) for d in str(n2)] return num1, num2
def parse_connection_string(connect_str): """Parse a connection string such as those provided by the Azure portal. Connection string should be formatted like: Key=Value;Key=Value;Key=Value The connection string will be parsed into a dictionary. :param connect_str: The connection string. :type ...
def get_lemma_mapping(word_pairs): """Get a dictionary that stores all orthographic forms for a lemma. Args: word_pairs (Array) - a list of all word_pairs Returns: Dictionary - All lemma - word combinations """ # Initialize dictionaries that hold the # mapping of a lemma t...
def return_position_str(position_tuple): """Conversion of position-tuple to str if entries are "None" they are set to "-1" """ if position_tuple[1] is None: return "{};{};{}".format(position_tuple[0], -1, -1) else: return "{};{};{:.3f}".format(position_tuple[0], position_tuple[1], positi...
def reformat_asterisks(text): """ Fixes Pandas docstring warning about using * and ** without ending \* and \*\*. The fix distinguishes single * and ** by adding \\ to them. No changes for *italic* and **bold** usages. :param text: Original text with warnings :return: Modified text that fixes warn...
def getChunkIndex(chunk_id): """ given a chunk_id (e.g.: c-12345678-1234-1234-1234-1234567890ab_6_4) return the coordinates of the chunk. In this case (6,4) """ # go to the first underscore n = chunk_id.find('_') + 1 if n == 0: raise ValueError("Invalid chunk_id: {}".format(chunk_id)) ...
def MakeCallString(params): """Given a list of (name, type, vectorSize) parameters, make a C-style formal parameter string. Ex return: 'index, x, y, z'. """ result = '' i = 1 n = len(params) for (name, type, vecSize) in params: result += name if i < n: result = result + ', ' i += 1 #endfor return res...
def revcomp(seq): """ Reverse complement sequence Args: seq: string from alphabet {A,T,C,G,N} Returns: reverse complement of seq """ complement = { 'A':'T', 'T':'A', 'G':'C', 'C':'G', 'N':'N', 'R':'N', 'Y':'N', 'K':'N', 'M':'N', 'S':'N', 'W':'N', 'B':'N', 'D':'N', 'H':'N', 'V':'...
def exclusion_filter(exclude: str): """Converts a filter string "*.abc;*.def" to a function that can be passed to pack(). If 'exclude' is None or an empty string, returns None (which means "no filtering"). """ if not exclude: return None import re import fnmatch # convert string ...
def get_workflow_wall_time(workflow_states_list): """ Utility method for returning the workflow wall time given all the workflow states @worklow_states_list list of all workflow states. """ workflow_wall_time = None workflow_start_event_count = 0 workflow_end_event_count = 0 is_end = False workflow_start_cum ...
def lowercase(text: str) -> str: """Transforms text to lower case""" return text.lower()
def load_str(filename: str, method="read") -> str: """Loads a file to string""" with open(filename, "r") as f: return getattr(f, method)()
def protoc_command(args): """Composes the initial protoc command-line including its include path.""" cmd = [args.protoc] if args.include is not None: cmd.extend(['-I%s' % path for path in args.include]) return cmd
def enclose_string(text): """enclose text with either double-quote or triple double-quote Parameters ---------- text (str): a text Returns ------- str: a new string with enclosed double-quote or triple double-quote """ text = str(text) fmt = '"""{}"""' if len(text.splitlines())...
def make_optic_canula_cylinder( atlas, root, target_region=None, pos=None, offsets=(0, 0, -500), hemisphere="right", color="powderblue", radius=350, alpha=0.5, **kwargs, ): """ Creates a cylindrical vedo actor to scene to render optic cannulas. By default thi...
def parse_ellipsis(index): """ Helper to split a slice into parts left and right of Ellipses. :param index: A tuple, or other object (None, int, slice, Funsor). :returns: a pair of tuples ``left, right``. :rtype: tuple """ if not isinstance(index, tuple): index = (index,) left =...
def consecutive_seconds(rel_seconds, window_size_sec, stride_sec=1): """ Return a list of all the possible [window_start, window_end] pairs containing consecutive seconds of length window_size_sec inside. Args: rel_seconds: a list of qualified seconds window_size_sec: int st...
def solution(number): """This function returns all multiples of 3 and 5 below the input number""" answer = 0 for i in range(number): if i % 3 == 0 or i % 5 == 0: answer += i return answer
def _mel2hz(mel): """Convert a value in Mels to Hertz :param mel: a value in Mels. This can also be a numpy array, conversion proceeds element-wise. :returns: a value in Hertz. If an array was passed in, an identical sized array is returned. """ return 700 * (10 ** (mel / 2595.0) - 1)
def _is_sub_partition(sets, other_sets): """ Checks if all the sets in one list are subsets of one set in another list. Used by get_ranked_trajectory_partitions Parameters ---------- sets : list of python sets partition to check other_sets : list of python sets partition to ...
def enc(text): """Yes a bodge function. Get over it.""" try: return text.decode("utf-8") except UnicodeEncodeError: try: return text.encode("utf-8") except UnicodeEncodeError: return text
def getDuration(results) : """Returns the first timestamp of the simulation after the prepull and the duration of the simulation after the prepull """ timestamps = [ r['timestamp'] for r in results if 'damage' in r and 'timestamp' in r ] return (min(timestamps), max(timestamps) - min(timestamps))
def fix_dec(x): """ TLE formate assumes a leading decimal point, just putting it back in """ if x[0] == "-": ret = float("-0." + x[1:]) else: ret = float("0." + x) return ret
def freeRotor(pivots, top, symmetry): """Read a free rotor directive, and return the attributes in a list""" return [pivots, top, symmetry]
def py_type_name(type_name): """Get the Python type name for a given model type. >>> py_type_name('list') 'list' >>> py_type_name('structure') 'dict' :rtype: string """ return { 'blob': 'bytes', 'character': 'string', 'double': 'float', '...
def prefix_max(array: list, i: int) -> int: """Return index of maximum item in array[:i+1]""" if i >= 1: j = prefix_max(array, i-1) if array[i] < array[j]: return j return i
def join_genres(genres): """Trim and join genres to 255 characters.""" return ';'.join(genres)[:255]
def strip_lines(text): """ Given text, try remove unnecesary spaces and put text in one unique line. """ output = text.replace("\r\n", " ") output = output.replace("\r", " ") output = output.replace("\n", " ") return output.strip()
def find_secondary_lithology(tokens_and_primary, lithologies_adjective_dict, lithologies_dict): """Find a secondary lithology in a tokenised sentence. Args: tokens_and_primary (tuple ([str],str): tokens and the primary lithology lithologies_adjective_dict (dict): dictionary, where keys are exac...
def isStablePile(a): """Returns true is a is stable, false otherwise""" false_count = 0 for row in a: for column in row: if column > 3: false_count += 1 if false_count > 0: return False else: return True
def add (mean1, var1, mean2, var2): """ add the Gaussians (mean1, var1) with (mean2, var2) and return the results as a tuple (mean,var). var1 and var2 are variances - sigma squared in the usual parlance. """ return (mean1+mean2, var1+var2)
def _split(container, count): """ Simple function splitting a container into equal length chunks. Order is not preserved but this is potentially an advantage depending on the use case. """ return [container[_i::count] for _i in range(count)]
def gulpease_index(words, letters, points): """ As written in https://it.wikipedia.org/wiki/Indice_Gulpease """ index = 89 + ((300 * points) - (10 * letters)) / words return 100 if index > 100 else index
def _get_file_contents(file_path: str) -> str: """Get contents of a text file.""" with open(file_path, 'r') as fdes: return fdes.read()
def _get_tensor_name(node_name, output_slot): """Get tensor name given node name and output slot index. Parameters ---------- node_name : str Name of the node that outputs the tensor, as a string. output_slot : int Output slot index of the tensor, as an integer. Returns --...
def FindDuplicates(seq): """Identifies duplicates in a list. Does not preserve element order. @type seq: sequence @param seq: Sequence with source elements @rtype: list @return: List of duplicate elements from seq """ dup = set() seen = set() for item in seq: if item in seen: dup.add(i...
def clamp(value, minimum, maximum): """ Clamp a number between a minimum and a maximum. :param value: value to be clamped :param minimum: minimum value :param maximum: maximum value :return: the clamped value """ return max(minimum, min(value, maximum))
def calculateNetIncome(gross, state): """ Calculate the net income after federal and state tax :param gross: Gross Income :param state: State Name :return: Net Income """ state_tax = {'LA': 10, 'SA': 0, 'NY': 9} # Calculate net income after federal tax net = gross - (gross * .10) ...
def read_file(filename: str, offset: int, size: int) -> str: """Read the specified interval content of text file""" with open(filename, 'r') as f: f.seek(offset) return f.read(size)
def temperature_closest_to_zero(temperatures): """Receives an array of temperatures and returns the closest one to zero""" closest_to_zero = temperatures[0] for temperature in temperatures: if (abs(temperature) < abs(closest_to_zero) or (abs(temperature) == abs(closest_to_zero) and ...
def merge_dicts(dict1, dict2): """ _merge_dicts Merges two dictionaries into one. INPUTS @dict1 [dict]: First dictionary to merge. @dict2 [dict]: Second dictionary to merge. RETURNS @merged [dict]: Merged dictionary """ merged = {**dict1, **dict2} return merged
def tap_type_to_target_type(mongo_type): """Data type mapping from MongoDB to Postgres""" return { 'string': 'CHARACTER VARYING', 'object': 'JSONB', 'array': 'JSONB', 'date': 'TIMESTAMP WITHOUT TIME ZONE', 'datetime': 'TIMESTAMP WITHOUT TIME ZONE', 'timestamp': 'T...
def matrix_multiply(a, b): """ Multiply a matrix of any dimension by another matrix of any dimension. :param a: Matrix as list of list :param b: Matrix as list of list :return: """ return [[sum(_a * _b for _a, _b in zip(a_row, b_col)) for b_col in zip(*b)] for a_row in a]
def learner_name(learner): """Return the value of `learner.name` if it exists, or the learner's type name otherwise""" return getattr(learner, "name", type(learner).__name__)
def parade_bias(p): """ Model bias is negative of mean residual """ return [mj.get('mean') for mj in p['moments']]
def is_dict(inst): """Returns whether or not the specified instance is a dict.""" return hasattr(inst, 'iteritems')
def _safe_snr_calculation(s, n): """ Helper used in this module for all snr calculations. snr is always defined as a ratio of signal amplitude divided by noise amplitude. An issue is that with simulation data it is very common to have a noise window that is pure zeros. If computed naively snr wo...
def _roman(n): """Converts integer n to Roman numeral representation as a string""" if not (1 <= n <= 5000): raise ValueError(f"Can't represent {n} in Roman numerals") roman_numerals = ( (1000, 'M'), (900, 'CM'), (500, 'D'), (400, 'CD'), (100, 'C'), (9...
def _af_rmul(a, b): """ Return the product b*a; input and output are array forms. The ith value is a[b[i]]. Examples ======== >>> from sympy.combinatorics.permutations import _af_rmul, Permutation >>> Permutation.print_cyclic = False >>> a, b = [1, 0, 2], [0, 2, 1] >>> _af_rmul(a,...
def _parse_range_header(range_header): """Parse HTTP Range header. Args: range_header: A str representing the value of a range header as retrived from Range or X-AppEngine-BlobRange. Returns: Tuple (start, end): start: Start index of blob to retrieve. May be negative index. end: None ...
def serialize_length(l): """ Returns minimal length prefix (note length prefix is not unique), in new style.""" l = int(l) if l < 0: raise ValueError(l) elif l < 192: return bytes((l,)) elif l < 8384: x = l - 192 b0 = (x >> 8) + 192 b1 = x & 0xff r...
def display_benign_list(value): """ Function that either displays the list of benign domains or hides them depending on the position of the toggle switch. Args: value: Contains the value of the toggle switch. Returns: A dictionary that communicates with the Dash interf...
def interpolate_force_line(form, x, tol=1E-6): """Interpolates a new point in a form polyline Used by the `add_force_line` function""" form_out = [form[0]] for pt1, pt2 in zip(form[:-1], form[1:]): if (x - pt1[0] > 0.5 * tol and pt2[0] - x > 0.5 * tol): y = pt1[1] + (x -...
def replace_all(string: str, old: str, new: str) -> str: """Iteratively replace all instances of old with new :param old: String to be acted upon :param old: Substring to be replaced :param new: String replacement :returns: A copy of string with new replacing old """ if old in string: ...
def filter_blocks(blocks): """Filter out spurious diffs caused by XML deserialization/serialization.""" new_blocks = [] for block in blocks: if any(l.startswith('-<rdf:RDF') for l in block): continue if any(l.startswith('-<math') for l in block): continue if a...
def _average(input_list: list) -> float: """ Find the average of a list. Given a list of numbers, calculate the average of all values in the list. If the list is empty, default to 0.0. Parameters ---------- input_list : list A ``list`` of ``floats`` to find an average of. Retu...
def updateBounds(bounds, p, min=min, max=max): """Add a point to a bounding rectangle. Args: bounds: A bounding rectangle expressed as a tuple ``(xMin, yMin, xMax, yMax)``. p: A 2D tuple representing a point. min,max: functions to compute the minimum and maximum. Return...
def _SumRows(*rows): """ BRIEF Total each of the columns for all the rows """ total = [0.0]*len(rows[0]) for row in rows: for i, col in enumerate(row): total[i] += col return total
def format_subject(subject): # type: (str) -> str """ Escape CR and LF characters. """ return subject.replace('\n', '\\n').replace('\r', '\\r')
def change_key_names(rows, changes): """ Renames the keys specified in rows Where changes = {new:original, new:original} """ for row in rows: for new, original in changes.items(): row[new] = row.pop(original) return rows
def md_heading(raw_text, level): """Returns markdown-formatted heading.""" adjusted_level = min(max(level, 0), 6) return '%s%s%s' % ( '#' * adjusted_level, ' ' if adjusted_level > 0 else '', raw_text)
def calc_add_bits(len, val): """ Calculate the value from the "additional" bits in the huffman data. """ if (val & (1 << len - 1)): pass else: val -= (1 << len) - 1 return val
def vocab(table, text): """ Return a new table containing only the vocabulary in the source text. Create a new translation table containing only the rules that are relevant for the given text. This is created by checking all source terms against a copy of the text. """ text_rules = [] ...
def possible_moves(state: list) -> list: """ Returns list of all possible moves For the given board position 'state' returns list of all possible moves for the next turn Parameters ---------- state : list The board position to be evaluated """ moves = [] for x, row in ...
def form_definition_entries_special(pos, provenance, pw_id, pw_entry, kb_id, kb_entry): """ Create def match entry :param pos: :param pw_id: :param pw_entry: :param kb_id: :param kb_entry: :return: """ entries = [] for pw_def in pw_entry['definition']: entries.append(...
def odd_numbers_list(start, stop): """ Generate all the odd numbers in a given range. :param start: The start of the range. :param stop: The end of the range. :return: A list of odd numbers. """ # Build a list with a list comprehension. This only includes elements in the list if they are ...
def _total_probe_count_without_interp(params, probe_counts): """Calculate a total probe count without interpolation. This assumes that params are keys in the datasets of probe_counts. The result of ic._make_total_probe_count_across_datasets_fn should give the same count as this function (if params are...
def multirate_padding(used_bytes, align_bytes): """ The Keccak padding function. """ padlen = align_bytes - used_bytes if padlen == 0: padlen = align_bytes # note: padding done in 'internal bit ordering', wherein LSB is leftmost if padlen == 1: return [0x81] else: ...
def make_key_mapping(key): """ Make a mapping for this key.""" # Sort the characters. chars = list(key) chars.sort() sorted_key = "".join(chars) # Make the mapping. mapping = [] for i in range(len(key)): mapping.append(sorted_key.index(key[i])) # Make the invers...
def WithChanges(resource, changes): """Apply ConfigChangers to resource. It's undefined whether the input resource is modified. Args: resource: KubernetesObject, probably a Service. changes: List of ConfigChangers. Returns: Changed resource. """ for config_change in changes: resource = co...
def query_release(release): """ Build formatted query string for ICESat-2 release Arguments --------- release: ICESat-2 data release to query Returns ------- query_params: formatted string for CMR queries """ if release is None: return '' #-- maximum length of versi...
def typeName(obj): """ Gets the object name of the passed instance as a string Args: obj (object): Instance of object to get the type name of Returns: str: name of the passed objects type """ return obj.__class__.__name__
def wrap_in_tag(tag: str, content: str, attributes: str = ""): """ Wraps some content in HTML tags with specific attributes. :param tag: The tag that wraps the content :param content: The content being wrapped :param attributes: Optional attributes that can be assigned to the opening tag :return...
def join_version(version_tuple): """Return a string representation of version from given VERSION tuple""" version = "%s.%s.%s" % version_tuple[:3] if version_tuple[3] != "final": version += "-%s" % version_tuple[3] return version
def UInt4ToASCII(ints): """ Turn a List of unsigned 4-bit ints into ASCII. Pure magic. """ return ''.join([chr((ints[x] << 4) + ints[x+1]) for x in range(0,len(ints),2)])
def new(name, num_servings): """ Create and return a new recipe. """ return {'name' : name, 'num_servings' : num_servings, 'instructions' : [], 'ingredients' : []}
def make_remote(ref, remote): """Return a Git reference based on a local name and a remote name. Usage example: >>> make_remote("mywork", "origin") 'refs/remotes/origin/mywork' >>> make_remote("mywork", "github") 'refs/remotes/github/mywork' """ return "refs/remotes/" ...
def create_neighbours(region): """neighbour is a dict containing all countries as keys and all neighbouring countries as values. # # (0, 0, 0, 3), # (0, 1, 1, 1), # (0, 0, 2, 0) # corresponds to: # {0: {1, 2, 3}, 1: {0, 2, 3}, 2: {0, 1}, 3: {0, 1}}""" neighbours = dict() ...
def hmsm_to_days(hour=0, min=0, sec=0, micro=0): """ Convert hours, minutes, seconds, and microseconds to fractional days. Parameters ---------- hour : int, optional Hour number. Defaults to 0. min : int, optional Minute number. Defaults to 0. sec : int, optional Sec...
def numero_caracteres_especiales(url): """ Cuenta la cantidad de caracteres especiales que hay en la url url: es la direccion de la pagina web """ try: # cuantas letras hay por linea contador_alfabeto = sum(1 for c in url if c.isalpha()) # cuantos numero hay por linea contado...
def ra_as_hours(ra_degrees): """ Input: float of Right Ascension in degrees. Returns: string of RA as hours, in hex, to the nearest 0.001 RA seconds. """ if (ra_degrees < 0) | (ra_degrees > 360): return None n_ra_milliseconds = round((ra_degrees * 3600 * 1000) / 15) ra_hours, remaind...
def get_dtype_str(dtype, byteorder="little"): """Parses dtype and byte order to return a type string code. Parameters ---------- dtype : `numpy.dtype` or `str` Either a dtype (e.g., ``numpy.uint32``) or a string with the type code (``'>u4'``). If a string type code and the first charact...
def split_into_n(s, n): """Split into lists - each of size 'n'.""" return [s[k:k + n] for k in range(0, len(s), n)]
def _reverse_repeat_list(t, n): """Reverse the order of `t` and repeat each element for `n` times. This can be used to translate padding arg used by Conv and Pooling modules to the ones used by `F.pad`. """ return list(x for x in reversed(t) for _ in range(n))
def execute_chronos_api_call_for_job(api_call, job): """Attempt a call to the Chronos api, catching any exception. We *have* to catch Exception, because the client catches the more specific exception thrown by the http clients and rethrows an Exception -_-. The chronos api returns a 204 No Content...
def binary_search_recursive(list, target): """ Returns the index position of the target if found, else returns None complexity: O(log n) """ if len(list) <= 0: return None midpoint = len(list)//2 if list[midpoint] == target: return True if list[midpoint] < target: ...
def create_non_array_attr_operation(var_attribute_name, var_attribute_value): """Return request string for a single operation to create a non-array attribute.""" return '{"op":"AddUpdateAttribute","attributeName":"' + var_attribute_name + '", "addUpdateAttribute":"' + var_attribute_value + '"},'
def convertBytes(nbytes): """Convert a size in bytes to a string.""" if nbytes >= 1e9: return '{:.1f} GB'.format(nbytes / 1e9) elif nbytes >= 1e6: return '{:.1f} MB'.format(nbytes / 1e6) elif nbytes >= 1e3: return '{:.1f} KB'.format(nbytes / 1e3) else: return '{:.1f} ...
def parse_prefix(prefix, default_length=24): """ Splits the given IP prefix into a network address and a prefix length. If the prefix does not have a length (i.e., it is a simple IP address), it is presumed to have the given default length. :type prefix: string :param prefix: An IP mask. :...
def generate_readme(data): """ Takes in a dictionary containing all the relevant information on the project and produces a string that can be passed to mne-bids * might actually change this to produce a .md file to have nicer formatting """ out_str = "" out_str += "Project Title:\t\t{0}\n".f...
def _get_module_ver_hash(prov): """Get module commit hash, falling back to semantic version, and finally 'UNKNOWN'""" ver = None subacts = prov[0].get('subactions') if subacts: ver = subacts[0].get('commit') if not ver: ver = prov[0].get('service_ver', 'UNKNOWN') return ver
def find_magic_number_distinct(numbers): """Find magic number in list of distinct numbers :param numbers List of sorted distinct integers :return Index of magic number or -1 """ def magic_number_helper(numbers, min_num, max_num): """Find magic number in list of distinct numbers ...
def unique_paths(rows: int, columns: int) -> int: """Recursive function that returns the number of unique paths in a non-blocking grid. >>> unique_paths(9, 4) 165 >>> unique_paths(2, 3) 3 >>> unique_paths(9, 6) 1287 >>> unique_paths(3, 9) 45 >>> unique_paths(8, 14) 7...
def Sample_n_Hold_Plot(_holds,_period,_end): """Starting from a list of points: create the corresponding piecewise-constant x- and y-axis data Return: piecewise x-axis-data, piecewise y-axis-data""" square_sig = [] square_x = [] for i in range(0,len(_holds)-1): square_x += [i*_period] + [(i+...