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def dicts_union(a, b): """ Function calculates some kind of sum of two dictionaries :param a: Dictionary in form { (i, a) => [(coefficient_A, p_A)] } :param b: Dictionary in form { (i, a) => [(coefficient_B, p_b)] } :return: Dictionary in form { (i, a) => [(coefficient_A, p_A), (coefficient_B, p_B)]...
def _greater_than_equal(input, values): """Checks if the given input is >= the first value in the list :param input: The input to check :type input: int/float :param values: The values to check :type values: :func:`list` :returns: True if the condition check passes, False otherwise :rtype: ...
def pretty_format_args(*args, **kwargs): """ Take the args, and kwargs that are passed them and format in a prototype style. """ args = list([repr(a) for a in args]) for key, value in kwargs.items(): args.append("%s=%s" % (key, repr(value))) return "(%s)" % ", ".join([a for a in args...
def _mro(cls): """ Return the method resolution order for ``cls`` -- i.e., a list containing ``cls`` and all its base classes, in the order in which they would be checked by ``getattr``. For new-style classes, this is just cls.__mro__. For classic classes, this can be obtained by a depth-first...
def format_arg(arg: str, **kwargs): """apply pythons builtin format function to a string""" return arg.format(**kwargs)
def get_separators(clique_list, unique=True): """ :param clique_list list(set(int)): A list of cliques satisfying the running intersection property. :param unique (bool): Whether the returned list of separators should have no duplicates (True) or allow duplicates (False). :return sep_list (list...
def add_matrix(matrix1, matrix2): """ Adds matrix2 to matrix1 in place """ size = len(matrix1) for i in range(size): for j in range(size): matrix1[i][j] += matrix2[i][j] return matrix1
def currentTurn(turn): """ Simply returns the string version of whose turn it is as opposed to adding if/else everywhere """ if turn == 0: return "Red Team" elif turn == 1: return "Blue Team"
def JD2epochJulian(JD): #--------------------------------------------------------------------- """ Convert a Julian date to a Julian epoch :param JD: Julian date :type JD: Floating point number :Returns: Julian epoch :Reference: Standards Of Fundamental Astronomy, http://www.iau-sofa.rl.ac.u...
def make_object(type, data): """:return: bytes resembling an uncompressed object""" odata = "blob %i\0" % len(data) return odata.encode("ascii") + data
def _byte_string(s): """Cast a string or byte string to an ASCII byte string.""" return s.encode('ASCII')
def no_coords_same(coords): """ input: list of coords output: bool """ takenList=[{coord} for coord in coords] s=set() for taken in takenList: s= s.symmetric_difference(taken) u=set() for taken in takenList: u= u.union(taken) if s!= u: #notTooClose = Fals...
def longestIncreasing(array): """ return N (length), path(list) as a tuple describing the subsequence O(n log n) memo[j] stores the position k of the smallest value X[k] such that there is an increasing subsequence of length j ending at X[k] on the range k <= i prev[k] stores the position ...
def decodeFontName(font_name): """ Presume weight and style based on the font filename. """ name = font_name.split('-')[0] font_name = font_name.lower() weight = 400 style = 'regular' weights = {'light': 300, 'extralight': 200, 'bold': 700, ...
def is_balanced(text, brackets = "()[]{}<>"): """ >>> is_balanced("[]asdasdd()aqwe<asd>") True """ counts = {} left_for_right = {} for left, right in zip(brackets[::2], brackets[1::2]): assert left != right, "The brackets must be differ" counts[left] = 0 left_for_ri...
def IsEven(i): """Returns a Z3 condition for if an Int is even""" return i % 2 == 0
def included(combination, exclude): """ Checks if the combination of options should be included in the Travis testing matrix. @param exclude: A list of options to be avoided. """ return not any(excluded in combination for excluded in exclude)
def find_executable(name): """ Is the command 'name' available locally? :param name: command name (string). :return: full path to command if it exists, otherwise empty string. """ from distutils.spawn import find_executable return find_executable(name)
def qs2 (array): """ another longer version""" less = [] equal = [] greater = [] if len(array) > 1: pivot = array[0] for x in array: if x < pivot: less.append(x) if x == pivot: equal.append(x) if x > pivot: ...
def agg_event_role_tpfpfn_stats(pred_records, gold_records, role_num): """ Aggregate TP,FP,FN statistics for a single event prediction of one instance. A pred_records should be formated as [(Record Index) ((Role Index) argument 1, ... ), ... ], where argument 1 should sup...
def coco_split_class_ids(split_name): """Return the COCO class split ids based on split name and training mode. Args: split_name: The name of dataset split. Returns: class_ids: a python list of integer. """ if split_name == 'all': return [] elif split_name == 'voc': return [ 1, 2,...
def getRow(rowIndex): """ :type rowIndex: int :rtype: List[int] """ if rowIndex == 0: return [1] if rowIndex == 1: return [1,1] current_row = [1,1] for i in range(rowIndex-1): next_row = [1]+[current_row[i]+current_row[i+1] for i in range(len...
def rotate(nums, k: int) -> None: """ Do not return anything, modify nums in-place instead. """ # nums = nums[k + 1:] + nums[:k + 1] for i in range(k): nums.insert(0, nums[-1]) nums.pop() return nums
def treelist_to_dict(treelist): """ take list with entries (nodenumber, qname, lbranch_node_number, rbranch_node_number) return dict with dict entries nodenumber: {"question": qname, "no_branch": lb, "yes_branch": rb} """ treelist = [(node, {"question": qname, "no_branch": no_branch,\ ...
def extractOutput(queryResults): """convenience function to extract results from active query object""" if not queryResults: return None try: return [x.toDict() if x else None for x in queryResults] except TypeError: return queryResults.toDict() return None
def get_configurations(configs): """Builds a list of all possible configuration dictionary from one configuration dictionary that contains all values for a key Args: configs (dict[str: List[any]]): a dictionary of configurations Returns: List: A list of configuration """ if...
def _to_seconds(raw_time): """ Converts hh:mm:ss,ms time format to seconds. """ hours, mins, secs = raw_time.split(':') return int(hours) * 3600 + int(mins) * 60 + float(secs.replace(',', '.'))
def _splitstrip(string): """Split string at comma and return the stripped values as array.""" return [ s.strip() for s in string.split(u',') ]
def str2bool(stringToConvert): """Convert a string to a boolean. Args: * *stringToConvert* (str): The following string values are accepted as ``True``: "true", "t", "yes", "y", "on", "1". The following string values are accepted as ``False``: "false", "f", "no", "n", "off", "0". Input string evalua...
def _nested_reduce(f, x): """Fold the function f to the nested structure x (dicts, tuples, lists).""" if isinstance(x, list): return f([_nested_reduce(f, y) for y in x]) if isinstance(x, tuple): return f([_nested_reduce(f, y) for y in x]) if isinstance(x, dict): return f([_nested_reduce(f, v) for (_...
def get_reverse_endian(bytes_array): """ Reverse endianness in arbitrary-length bytes array """ hex_str = bytes_array.hex() hex_list = ["".join(i) for i in zip(hex_str[::2], hex_str[1::2])] hex_list.reverse() return bytes.fromhex("".join(hex_list))
def get_s3_video_path(user_id: int, video_id: int) -> str: """Gets s3 video path path structure: users/<user_id>/videos/<video_id> Args: user_id: user_id video_id: video_id Returns: string url """ return f"users/{user_id}/videos/{video_id}"
def dict_loudassign(d, key, val): """ Assign a key val pair in a dict, and print the result """ print(key + ": " + str(val), flush=True) d[key] = val return d
def remove_brackets_from_end_of_url(url_: str) -> str: """ Removes square brackets from the end of URL if there are any. Args: url_ (str): URL to remove the brackets from. Returns: (str): URL with removed brackets, if needed to remove, else the URL itself. """ return url_[:-1] i...
def get_next_page_link(links, index=1): """ Get the next page url of github from the response header returns none if the response do not contain next page """ link_list = links.split(',') for link in link_list: if 'rel="next"' in link: next_link= link.split('>;')[0][index:] ...
def linear(x, out=None): """ Linear function. Parameters ---------- x : numpy array Input data. out : numpy array, optional Array to hold the output data. Returns ------- numpy array Unaltered input data. """ if out is None or x is out: retu...
def clamp(val, mini, maxi): """ Returns val, unless val > maxi in which case mini is returned or val < mini in which case maxi is returned """ return max(mini, min(maxi, val))
def _card(item): """Handle card entries Returns: title (append " - Card" to the name, username (Card brand), password (card number), url (none), notes (including all card info) """ notes = item.get('notes', "") or "" # Add car...
def split_token(tdata, seplist=[':','*']): """ like str.split(), but allow a list of separators, and return the corresponding list of separators (length should be one less than the length of the value list) along with the list of elements, i.e. return [split values] [separators] """ #...
def unique( List ): """ return a compact set/list (only unique elements) of input list :List """ Res = [List[0]] for x in List: if x not in Res: Res.append(x) return Res
def should_cache_download(*args, **kwargs) -> bool: # pragma: no cover """ Determine whether this specific result should be cached. Here, we don't want to cache any files containing "-latest-" in their filenames. :param args: Arguments of decorated function. :param kwargs: Keyword arguments of de...
def apply_perm(values, perm): """Apply the permutation perm to the values.""" return [values[pi] for pi in perm]
def search_for_attr_value(obj_list, attr, value): """ Finds the first object in a list where it's attribute attr is equal to value. Finds the first (not necesarilly the only) object in a list, where its attribute 'attr' is equal to 'value'. Returns None if none is found. :param list obj_list: list...
def _splitshortoptlist(shortoptlist): """Split short options list used by getopt. Returns a set of the options. """ res = set() tmp = shortoptlist[:] # split into logical elements: one-letter that could be followed by colon while tmp: if len(tmp) > 1 and tmp[1] is ':': ...
def is_nullable_list(val, vtype): """Return True if list contains either values of type `vtype` or None.""" return (isinstance(val, list) and any(isinstance(v, vtype) for v in val) and all((isinstance(v, vtype) or v is None) for v in val))
def is_valid(sentString, recvString): """Check to see if the value recieved has the command inside of it.String is received directly from arduino. Rule: string must be in this format: [1,2,3]{4,5,6} """ if sentString in recvString: return True else: return False
def get_frequency(text): """ """ if text[-1].isdigit(): freq = float(text[:-1]) elif text[-1] == "M": freq = float(text[:-1])*1e6 else: raise RuntimeError("Unknown FROV suffix %s", text[-1]) return freq
def _calculate_total_mass_(elemental_array): """ Sums the total weight from all the element dictionaries in the elemental_array after each weight has been added (after _add_ideal_atomic_weights_()) :param elemental_array: an array of dictionaries containing information about the elements in the system ...
def cut(value,arg): """ this cut all values of arg from string """ return value.replace(arg,'')
def get_loss(current_hospitalized, predicted) -> float: """Squared error: predicted vs. actual current hospitalized.""" return (current_hospitalized - predicted) ** 2.0
def is_palindrome3(w): """iterate from start and from end and compare, without copying arrays""" for i in range(0,round(len(w)/2)): if w[i] != w[-(i+1)]: return False return True # must have been a Palindrome
def font_style(keyword): """``font-style`` descriptor validation.""" return keyword in ('normal', 'italic', 'oblique')
def fix_census_date(x): """Utitlity function fixing the last census date in file with country info Parameters ---------- x : str Year or Year with adnotations Returns ------- str Year as string """ x = str(x) if x == "Guernsey: 2009; Jersey: 2011.": ret...
def _get_rn_trail(trail, reactions): """Returns a textual representation of the CoMetGeNe trail using R numbers instead of the default internal KGML reaction IDs. :param trail: CoMetGeNe trail :param reactions: dict of dicts storing reaction information (obtained by parsing a KGML file) :r...
def rayleight_range(w0, k): """ doc """ return k * w0**2
def calculate_speeds(times, distances): """ :param times: A list of datetime objects which corresponds to the timestamps on transmissions :param distances: A list of calculated distances. Each I distance corresponds to location difference between I and I+1 Description: Takes a list of times and distances and...
def is_pingdom_recovery(data): """Determine if this Pingdom alert is of type RECOVERY.""" return data["current_state"] in ("SUCCESS", "UP")
def get_ip_sn_fabric_dict(inventory_data): """ Maps the switch IP Address/Serial No. in the multisite inventory data to respective member site fabric name to which it was actually added. Parameters: inventory_data: Fabric inventory data Returns: dict: Switch ip - fabric_name mappin...
def square_n(n): """Returns the square of a number""" return int(n * n)
def sort_proxy_stats_rows(proxy_stats, column): """ Sorts proxy statistics by specified column. Args: proxy_stats: A list of proxy statistics. column: An int representing a column number the list should be sorted by. Returns: A list sorted by specified column. """ return sorted(proxy_stats, ke...
def get_sfdc_conn(**p_dict): """ Args: dictionary with SFDC connection credentials Returns: SFDC connection string required by Simple-salesforce API Syntax SFDC connection: sf = Salesforce(username='', password='', security_token='') """ sfdc_conn = "Salesforce(username='" + p_dict['username'] + "', password=...
def restore(segments, original_segments, invalid_segments, merged_segments): """ Replaces invalid segments with earlier segments. Parameters ---------- segments : list of segments The current wall segments. original_segments : list of segments The wall segments before any mergin...
def format_condition_value(conditions): """ @summary: ['111', '222'] -> ['111', '222'] ['111', '222\n333'] -> ['111', '222', '333'] ['', '222\n', ' 333 '] -> ['222', '333'] @param conditions: @return: """ formatted = [] for val in conditions: formatted += [it...
def apply_matrix(src, mtx): """ src: [3] mtx: [3][3] """ a = src[0] * mtx[0][0] + src[1] * mtx[0][1] + src[2] * mtx[0][2] b = src[0] * mtx[1][0] + src[1] * mtx[1][1] + src[2] * mtx[1][2] c = src[0] * mtx[2][0] + src[1] * mtx[2][1] + src[2] * mtx[2][2] return a, b, c
def get_non_conflicting_name(template, conflicts, start=None, get_next_func=None): """ Find a string containing a number that is not in conflict with any of the given strings. A name template (containing "%d") is required. You may use non-numbers (strings, floats, ...) as well. In this case ...
def get_sstl(l, f): """space-separated token list""" token_list = [] for node in l: if token_list: token_list.append(' ') token = f(node) token_list.extend(token) return token_list
def update_inc(initial, key, count): """Update or create a dict of `int` counters, for StatsDictFields.""" initial = initial or {} initial[key] = count + initial.get(key, 0) return initial
def str_to_bool(value): """Represents value as boolean. :param value: :rtype: bool """ value = str(value).lower() return value in ('1', 'true', 'yes')
def make_dict(v: list) -> dict: """Make an alphabetically sorted dictionary from a list :param v<list>: list of an attribute type :return <dict>: in format {1: v[0], 2: v[1], ...} """ k = list(range(1, len(v) + 1)) return dict(zip(k, sorted(v)))
def grow_utopian_tree(n): """ :type n: int :rtype: int """ # height = 1 # for i in range(n): # height = height * 2 if i % 2 == 0 else height + 1 height = 2 ** ((n + 3) // 2) - 2 + (n + 1) % 2 return height
def withinEpsilon(x, y, epsilon): """x,y,epsilon floats. epsilon > 0.0 returns True if x is within epsilon of y""" return abs(x - y) <= epsilon
def is_already_latest_version(version: str) -> bool: """Returns ``True`` if the version is already the latest version""" try: with open('VERSION', 'r') as fp: other = fp.read().strip() except OSError: return False else: lhs = tuple(map(int, version.split('.'))) ...
def both_positive(x, y): """ Returns True if both x and y are positive. >>> both_positive(-1, 1) False >>> both_positive(1, 1) True """ "*** YOUR CODE HERE ***" return x > 0 and y > 0
def linode_does_not_exist_for_operation(op, linode_id): """ Creates an error message when Linodes are unexpectedly not found for some operation :param op: operation for which a Linode does not exist :param linode_id: id that we expected to find :return: a snotty message """ return "Attempted to ...
def my_function(x, y): """ A simple function to divide x by y """ print('my_function in') solution = x / y print('my_function out') return solution
def filter_overrides(overrides): """ :param overrides: overrides list :return: returning a new overrides list with all the keys starting with hydra. fitlered. """ return [x for x in overrides if not x.startswith("hydra.")]
def get_paths(level=15): """ Generates a set of paths for modules searching. Examples ======== >>> get_paths(2) ['ISPy/__init__.py', 'ISPy/*/__init__.py', 'ISPy/*/*/__init__.py'] >>> get_paths(6) ['ISPy/__init__.py', 'ISPy/*/__init__.py', 'ISPy/*/*/__init__.py', 'ISPy/*/*/*/__init_...
def format_pattern(bit, pattern): """Return a string that is formatted with the given bit using either % or .format on the given pattern.""" try: if "%" in pattern: return pattern % bit except: pass try: return pattern.format(bit) except: return pattern
def verifid_output(cmd_op): """vefifies if command output is in valid state. Multiline string are splits with CR. and retuns as list. if input is a list, it will be returned as is. any other input will throw error. Args: cmd_op (list, str): Either list or Multiline string of output Raises: TypeErro...
def _isNumeric(j): """ Check if the input object is a numerical value, i.e. a float :param j: object :return: boolean """ try: x = float(j) except ValueError: return False return True
def remove_more_info(dictionary): """ Removes the compilation information from the ACFGS : for each source function, transforms the map compilation option -> ACFG into a list containing only the ACFGs. """ return {filename: list(other_map.values()) for filename, other_map in dictionary.items()}
def convert_month_to_sec(time_month): """Function to convert time in months to secs""" ans = time_month * 30 * 24 * 60 * 60 return ans
def combine_extensions(lst): """Combine extensions with their compressed versions in a list. Valid combinations are hardcoded in the function, since some extensions look like compressed versions of one another, but are not. Parameters ---------- lst : list of str Raw list of extensions...
def buildn(s): """ >>> buildn(4) 4 >>> buildn(10) 19 >>> buildn(20) 299 >>> buildn(21) 399 """ n, d = 0, 0 while s > 9: n = 10 * n + 9 s -= 9 d += 1 if s != 0: if n != 0: n = s * (10 ** d) + n else: n = s...
def _prep_certificate(certificate): """ Append proper prefix and suffix text to a certificate. There is no standard way for storing certificates. OpenSSL expects the demarcation text. This method makes sure that the text the markers are present. :type text: :class:`str` :param text: The certifi...
def _get_info_names(profile): """Get names of infos of tasks.""" info_names = sorted(set().union(*(set(val) for val in profile.values()))) return info_names
def envelope_square(t, t_pulse, t_start=0, **not_needed_kwargs): """ Envelope for a square pulse (1 or 0). Parameters ---------- t : float Time at which the value of the envelope is to be returned. t_pulse : float The total duration of the pulse. t_start : float, default=0 ...
def label_to_onehot(labels): """ Convert label to onehot . Args: labels (string): sentence's labels. Return: outputs (onehot list): sentence's onehot label. """ label_dict = {'THEORETICAL': 0, 'ENGINEERING':1, 'EMPIRICAL':2, 'OTHERS':3} onehot = [0,0,0,0] for ...
def parse_import_path(import_path: str): """ Takes in an import_path of form: [subdirectory 1].[subdir 2]...[subdir n].[file name].[attribute name] Parses this path and returns the module name (everything before the last dot) and attribute name (everything after the last dot), such that the at...
def infer_missing_dims(frame_size, ref_size): """Infers the missing entries (if any) of the given frame size. Args: frame_size: a (width, height) tuple. One or both dimensions can be -1, in which case the input aspect ratio is preserved ref_size: the reference (width, height) R...
def ignoreRead(chr_l, loc_l, chr_r, loc_r, chrHash): """Check if a fragment aligned in particular location is to be excluded from analysis Inputs: chr_l: chr name of left alignment chr_r: chr name of right alignment loc_l: left alignment 'arrow-tip' location loc_r: right alignmen...
def validate_signature(public_key, signature, message): """Verifies if the signature is correct. This is used to prove it's you (and not someone else) trying to do a transaction with your address. Called when a user tries to submit a new transaction. """ return True # public_key = (base64.b64dec...
def is_year_leap(year): """Determines whether a year is a leap year""" if year % 4 == 0 and year % 100 != 0: return True elif year % 400 == 0: return True else: return False
def declare_draw_if_no(player_one, player_two): """ Return True to continue """ if player_one.find('no') > 1: return None elif player_two.find('no') > 1: return None else: return True
def truncate_msg(msg, max_len=2000): """ Truncate a message string so it doesn't get lost (todo: automatically do this in realtime logger class) """ if len(msg) <= max_len: return msg else: trunc_info = '<log message truncated to fit buffer>' assert len(trunc_info) < max_len ...
def _python3_selectors(read_fds, timeout): """ Use of the Python3 'selectors' module. NOTE: Only use on Python 3.5 or newer! """ import selectors # Inline import: Python3 only! sel = selectors.DefaultSelector() for fd in read_fds: sel.register(fd, selectors.EVENT_READ, None) ...
def _pick_align_split_size(total_size, target_size, target_size_reads, max_splits): """Do the work of picking an alignment split size for the given criteria. """ # Too many pieces, increase our target size to get max_splits pieces if total_size // target_size > max_splits: piece_size = total_siz...
def oversampled(semibmaj, semibmin, x=30): """ It has been identified that having too many pixels across the restoring beam can lead to bad images, however further testing is required to determine the exact number. :param Semibmaj/semibmin: describe the beam size in pixels :returns: True if bea...
def get_out_type(string: str): """Return SCPI representation of voltage, current, or resistance.""" string = str(string)[0].upper() return ('VOLT' if 'V' in string else ('CURR' if 'C' in string else ('RES' if 'R' in string else 'ERR')))
def square_area(side): """Returns the area of a square""" # You have to code here # REMEMBER: Tests first!!! return pow(side, 2)