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def isY( ch ): """ Is the given character an x?""" return ch == 'y' or ch == 'Y'
def split_by_len(item, itemlen, maxlen): """"Requires item to be sliceable (with __getitem__ defined).""" return [item[ind:ind + maxlen] for ind in range(0, itemlen, maxlen)]
def get_single_field(fields): """Finds neurons with and indices of single fields. Parameters ---------- fields : dict Where the key is the neuron number (int), value is a list of arrays (int). Each inner array contains the indices for a given place field. Eg. Neurons 7, 3, 11 th...
def _relative(src_path, dest_path): """Returns the relative path from src_path to dest_path.""" src_parts = src_path.split("/") dest_parts = dest_path.split("/") n = 0 done = False for src_part, dest_part in zip(src_parts, dest_parts): if src_part != dest_part: break n += 1 relative_path = ...
def rol(s,shift): """ Rotate Left the string s by a count of 'shift' 'shift' supports negetive numbers for opposite rotate """ split = (shift % len(s)) return s[split:]+s[:split]
def subarray_with_given_sum(numbers, size, required_sum): """ Given an unsorted array of non-negative integers, find a continuous sub-array which adds to a given number. """ start = 0 current_sum = numbers[0] for i in range(1, size + 1): while current_sum > required_sum and start < ...
def all_with_label(pages, label): """ pages: list(Page) label: str returns: list(Page) Filter for pages that are tagged with the given label. """ return [page for page in pages if label in page.get("labels", [])]
def getOutputFilename(runId, TRindex): """"Return station classification filename""" filename = "percentChange_run-{0:02d}_TR-{1:03d}.txt".format(runId, TRindex) return filename
def get_reference_mcf(info): """Generate mcf line for all the reference properties.""" reference_codes = ['ADR', 'ARX'] # reference example in the dataset # ADR PDB:6ZCZ # ARX DOI:10.1101/2020.06.12.148387 reference_map = {} for code in reference_codes: if code not in info: ...
def is_image_file(filename): """ Return true if the file is an image. """ filename_lower = filename.lower() return any(filename_lower.endswith(extension) for extension in ['.png', '.jpg', '.bmp', '.mat'])
def replace_last(full, sub, rep=''): """ replaces the last instance of a substring in the full string with rep :param full: the base string in which the replacement should happen :param sub: to be replaced :param rep: replacement substring default empty :return: """ end = '' count =...
def filter(submissions): """Filter submission in the assignment list based on a criteria. As written, this looks at the assignment title Args: submissions (list): List of Canvas assignments Returns: [list] """ # Filter based on any criteria. allowed = ["Criteria 1", "Cri...
def snake_to_camelcase(name): """Convert snake-case string to camel-case string.""" return "".join(n.capitalize() for n in name.split("_"))
def delete_empty_lines(log): """Delete empty lines""" return "\n".join([line for line in log.split("\n") if line.strip() != ""])
def dataAvailable (date, databaseList, dataAvailability): """Checks that there is some data available for the queried date. .. warning: Assumes date has been validated using dateValidation. :param date: The queried date :type date: list[str, str, str] :param databaseList: List of months/ye...
def post_process_seq(seq, eos_idx): """ Post-process the beam-search decoded sequence. Truncate from the first <eos> and remove the <bos> and <eos> tokens currently. """ eos_pos = len(seq) for i, idx in enumerate(seq): if idx == eos_idx: eos_pos = i break seq ...
def sr(a): """ in: a: 1d array ou: list of range tupples """ r = [] i = 0 # enter loop directly, no need to worry 1-el list while i < len(a): n = a[i] # w/i boundary and in sequence while i + 1 < len(a) and a[i + 1] - a[i] == 1: i += 1 ...
def contains_secret(line: str, secret: str) -> bool: """Returns True if `line` contains an obfuscated version of `secret`""" return f'"{secret[:6]}' in line and f'{secret[-6:]}"' in line
def upper(value): """Uppercase the string passed as argument""" return value.upper() if value else value
def str2v(s): """ s is a cube (given by a string of 0,1,- and result is a list of 0,1,2 called a vector here""" res = [] for j in range(len(s)): if s[j] == '-': res = res +[2] elif s[j] == '0': res = res + [0] else: res = res + [1] return r...
def coord_Im2Array(X_IMAGE, Y_IMAGE, origin=1): """ Convert image coordniate to numpy array coordinate """ x_arr, y_arr = int(max(round(Y_IMAGE)-origin, 0)), int(max(round(X_IMAGE)-origin, 0)) return x_arr, y_arr
def radixsort(lst): """Recursive function to order a list quickly.""" radix_buckets = 10 max_length = False temp = -1 mover = 1 while not max_length: max_length = True buckets = [list()for _ in range(radix_buckets)] for i in lst: temp = i//mover ...
def remove_b_for_nucl_phys(citation_elements): """Removes b from the volume of some journals Removes the B from the volume for Nucl.Phys.Proc.Suppl. because in INSPIRE that journal is handled differently. """ for el in citation_elements: if el['type'] == 'JOURNAL' and el['title'] == 'Nucl.P...
def qualify(ns, name): """Makes a namespace-qualified name.""" return '{%s}%s' % (ns, name)
def filter_float(value): """Change a floating point value that represents an integer into an integer.""" if isinstance(value, float) and float(value) == int(value): return int(value) return value
def _numericize(loaded_data): """ If a number can be turned into a number, turn it into a number This avoids duplicates such as 1 and "1" """ new_iterable = [] for i in loaded_data: var = i try: var = int(i) except (ValueError, TypeError): pass ...
def is_tiff(data): """True if data is the first 4 bytes of a TIFF file.""" return data[:4] == 'MM\x00\x2a' or data[:4] == 'II\x2a\x00'
def _array_chunk_location(block_id, chunks): """Pixel coordinate of top left corner of the array chunk.""" array_location = [] for idx, chunk in zip(block_id, chunks): array_location.append(sum(chunk[:idx])) return tuple(array_location)
def validate_for_scanners(address, port, domain): """ Validates that the address, port, and domain are of the correct types Pulled here since the code was the same Args: address (str) : string type address port (int) : port number that should be an int domain (str) : domain name...
def count_contents(color, data): """Returns the number of bags that must be inside a bag of a given color""" return sum( inside_count * (1 + count_contents(inside_color, data)) for inside_color, inside_count in data[color].items() )
def count_words(wordlst: list): """ count words in tweet text from list of list, dict, or str :param wordlst: list of tweets :return: word count, tweet count """ wrd_count: int = 0 tw_count: int = 0 for tw in wordlst: if isinstance(tw, dict): tw_wrds: list = tw['text'...
def init(i): """ Input: {} Output: { return - return code = 0, if successful > 0, if error (error) - error text if return > 0 } """ return {'return':0}
def super_signature(signatures): """ A signature that would break ambiguities """ n = len(signatures[0]) assert all(len(s) == n for s in signatures) return [max([type.mro(sig[i]) for sig in signatures], key=len)[0] for i in range(n)]
def extract_characteristics_from_string(species_string): """ Species are named for the SBML as species_name_dot_characteristic1_dot_characteristic2 So this transforms them into a set Parameters: species_string (str) = species string in MobsPy for SBML format (with _dot_ instead ...
def checkStarts(seq): """ Check the starts """ flag = False ss = ["CATG", "AATT", "NATG", "NATT"] for s in ss: if seq.startswith(s): flag = True break return flag
def gen_urdf_box(size): """ :param size: Three element sequence containing x, y and z dimensions (meters) of box, ``seq(float)`` :returns: urdf element sequence for a box geometry, ``str`` """ return '<geometry><box size="{0} {1} {2}" /></geometry>'.format(*size)
def newman_conway(num, storage=None): """ Returns a list of the Newman Conway numbers for the given value. Time Complexity: O(n) Space Complexity: O(n) """ if storage is None: storage = [None, 1, 1] if num == 0: raise ValueError while num >= len(storage): st...
def pascal_case_to_snake_case(input_string): """ Converts the input string from PascalCase to snake_case :param input_string: (str) a PascalCase string :return: (str) a snake_case string """ output_list = [] for i, char in enumerate(input_string): if char.capitalize() == char: # if ...
def Fibonacci(num): """ Create a list from 0 to num """ fib, values = lambda x: 1 if x <= 1 else fib(x-1) + fib(x-2), [] for i in range(0, num): values.append(fib(i)) return values
def minimize(solution): """Returns total difference of solution passed""" length = len(solution) result = 0 for index, number1 in enumerate(solution): for nr_2_indx in range(index + 1, length): result += abs(number1 - solution[nr_2_indx]) return result
def extract_month(datestring): """ Return month part of date string as integer. """ return int(datestring[:2])
def merge_dictionaries(dicts): """ Merge multiple dictionaries. # Arguments dicts: List of dictionaries. # Returns result: Dictionary. """ result = {} for dict in dicts: result.update(dict) return result
def add_unit_prefix(num: float, unit='B') -> str: """ source: https://stackoverflow.com/questions/1094841/reusable-library-to-get-human-readable-version-of-file-size """ for prefix in ['', 'Ki', 'Mi', 'Gi', 'Ti', 'Pi', 'Ei', 'Zi']: if abs(num) < 1024.0: return "%3.1f%s%s" % (num, pre...
def greet(name): """ Greets a person. :param name: a string input. :return: None if string empty or None else greets the name. """ if name == "" or name is None: return None else: return "hello " + name + "!"
def parse_http_list(s): """A unicode-safe version of urllib2.parse_http_list""" res = [] part = u'' escape = quote = False for cur in s: if escape: part += cur escape = False continue if quote: if cur == u'\\': escape =...
def word_tree(words): """ This builds a tree according to a list of words to later be searched whilst looking for valid words in search(...) Example tree for NANDO, NATTY, NANNY and NERDS {'N': {'A': {'N': {'D': {'O': {}}, 'N': {'Y': {}}}, 'T': {'T': {'Y': {}}}}...
def is_2dlist(x): """check x is 2d-list([[1], []]) or 1d empty list([]). Notice: The reason that it contains 1d empty list is because some arguments from gt annotation file or model prediction may be empty, but usually, it should be 2d-list. """ if not isinstance(x, list): ...
def find_active_firmware(boot_config_sector): """Returns a tuple of the active firmware's configuration""" for i in range(8): app_entry = boot_config_sector[i*32:i*32+32] config_flags = int.from_bytes(app_entry[0:4], 'big') active = config_flags & 0b1 == 0b1 if not active: ...
def solution(pegs): """ Sequence a_n is defined by a_0=0 and a_{i+1}=a_i+(-1)^i(pegs_{i+1}-pegs_i) Withs these, the radii of the wheels are r_i = (-1)^{i-1}(a_i-r) where r is the radius of the first wheel. We impose that r=2*r_{n-1} and that r_i>=1. The latter conditi...
def calc_recall(tp, fn): """Calculate recall from tp and fn""" if tp + fn != 0: recall = tp / (tp + fn) else: recall = 0 return recall
def isVowelStart(str): """ A utility function to return true if the first letter in the str is a vowel """ retval = False if str and len(str) > 0: vowels = ['A', 'E', 'I', 'O', 'U'] firstLetter = str.upper()[0:1] if firstLetter in vowels: retval = True return ...
def substitute_variables(cmd, variables): """Given a cmd (str, list), substitute variables in it.""" if isinstance(cmd, list): return [s.format(**variables) for s in cmd] elif isinstance(cmd, str): return cmd.format(**variables) else: raise ValueError(f"cmd: {cmd}: wrong type")
def print_character(ordchr: int) -> str: """Return a printable character, or '.' for non-printable ones.""" if 31 < ordchr < 126 and ordchr != 92: return chr(ordchr) return "."
def removeWhitespaces(target): """ this function takes in a string, and returns it after removing all leading and trailing whitespeces logic: to find a starting index and ending index to slice the string """ # initialise start and end variable start = 0 end = len(target) # find the ...
def split_input(text): """Meh >>> split_input(EXAMPLE) [(0, 7), (1, 13), (4, 59), (6, 31), (7, 19)] """ lines = text.strip().split() return list( (i, int(bline)) for i, bline in enumerate(lines[1].split(",")) if bline != "x" )
def find_col_index_with_name(name, trained_schema): """ finds the index of the column with name 'name' and returns the index :param name: name of the column to look for :type name: str :param trained_schema: :type trained_schema: List(dict) :return: index of the element in trained_schema tha...
def get_params(context, *args): """ Get param from context :param context: step context :param args: A tuple containing value and parameter name :return: """ items = [] for (val, param_name) in args: if val is not None: items.append(val) elif hasattr(context, ...
def area(r, shape_constant): """Return the area of a shape from length measurement R.""" assert r > 0, 'A length must be positive' return r * r * shape_constant
def sortNTopByVal(tosort, top, descending=False): """ Sort dictionary by descending values and return top elements. Return list of tuples. """ return sorted([(k, v) for k, v in tosort.items()], key=lambda x: x[1], reverse=descending)[:top]
def remove_unknowns(disj): """ Filter out all conjunctions in a disjunction that contain 'Unknown' keywords. This can be applied to the resulting value from `flatten_expr` """ return [conj for conj in disj if 'Unknown' not in conj]
def __get_int(section, name): """Get the forecasted int from xml section.""" try: return int(section[name]) except (ValueError, TypeError, KeyError): return 0
def human_format(num): """Format number to get the human readable presentation of it. Args: num (int): Number to be formatted Returns: str: Human readable presentation of the number. """ num = float("{:.3g}".format(num)) magnitude = 0 while abs(num) >= 1000: magnit...
def percfloat(a, b, ndigits=0): """Calculate a percent. a {number} Dividend. b {number} Divisor. [ndigits] {int} Number of digits to round to. Default is 0. return {float} quotient as a rounded percent value (e.g. 25.1 for .251) """ return int(round((a/float(b) * 100), ndigits))
def largest_continous(l): """ Runtime: O(n) """ max_sum = 0 start = 0 end = 1 while (end < len(l)): if l[start] + l[start+1] > 0: curr_sum = sum(l[start:end]) max_sum = max(curr_sum, max_sum) end += 1 else: # Start new sequence ...
def normalize_container(container: str) -> str: """Ensures all containers begin with a dot.""" assert container if container and container[0] != ".": container = f".{container}" return container.lower()
def getNegativeSamples(target, dataset, K): """ Samples K indexes which are not the target """ indices = [None] * K for k in range(K): newidx = dataset.sampleTokenIdx() while newidx == target: newidx = dataset.sampleTokenIdx() indices[k] = newidx return indices
def get_svg_string(svg): """Return the raw string of an SVG object with a ``tostring`` or ``to_str`` method.""" if isinstance(svg, str): return svg if hasattr(svg, "tostring"): # svgwrite.drawing.Drawing.tostring() return svg.tostring() if hasattr(svg, "to_str"): # svguti...
def first(xs, fn=lambda _: True, default=None): """Return the first element from iterable that satisfies predicate `fn`, or `default` if no such element exists. Args: xs (Iterable[Any]): collection fn (Callable[[Any],bool]): predicate default (Any): default Returns: Any...
def _ray_remote(function, params): """This is a ray remote function (see ray documentation). It runs the `function` on each ray worker. :param function: function to be executed remotely. :type function: callable :param params: Parameters of the run. :type params: dict :return: ray object ""...
def tie_breaker_index(tie_breaker, name): """ Return the index of name in tie_breaker, if it is present there, else return the length of list tie_breaker. Args: tie_breaker (list): list of choices (strings) list may be incomplete or empty name (str): the name...
def parse_categories(anime): """Return list of category names. Args: anime: anime dictionary from `get_anime()` Returns: list: category names """ return [attr['attributes']['slug'] for attr in anime['included']]
def naive_string_matcher(string, target): """ returns all indices where substring target occurs in string """ snum = len(string) tnum = len(target) matchlist = [] for index in range(snum - tnum + 1): if string[index:index + tnum] == target: matchlist.append(index) return matc...
def enable_custom_function_prefix(rq, prefix): """Add SPARQL prefixe header if the prefix is used in the given query.""" if ' %s:' % prefix in rq or '(%s:' % prefix in rq and not 'PREFIX %s:' % prefix in rq: rq = 'PREFIX %s: <:%s>\n' % (prefix, prefix) + rq return rq
def state_to_tuple(state): """ Converst state to nested tuples Args: state (nested list (3 x 3)): the state Returns: nested tuple (3 x 3): the state converted to nested tuple """ return tuple(tuple(row) for row in state)
def microsecond_to_cm(delta_microseconds: float) -> float: """ Convert ticks_diff(ticks_us(), ticks_us()) -> centimeters - Divide by 2 to (the sound wave went "out" then "back") - Divide by the speed of sound in microseconds Speed of sound: 343.2 meters/second = 1cm/29.1 microseconds :param fl...
def extract_timing_quality(trace): """Writes timing quality parameters and correction to source document.""" def __float_or_none(value): """Returns None or value to float.""" if value is None: return None return float(value) trace = trace["miniseed_header_percentages"...
def detect_format_from_data(data): """Try to detect the format of the given binary data and return None if it fails.""" fmt = None try: if b'<svg' in data[:500]: fmt = 'svg' elif data.startswith(b'%PDF'): fmt = 'pdf' elif data.startswith(b'%!PS'): ...
def word_score(word): """Returns the boggle score for a given word""" wl = len(word) if wl < 3: return 0 if ((wl == 3) or (wl == 4)): return 1 if wl == 5: return 2 if wl == 6: return 3 if wl == 7: return 5 if wl >= 8: return 11
def btod(binary): """ Converts a binary string to a decimal integer. """ return int(binary, 2)
def matrix_mul(m_a, m_b): """function that multiplies 2 matrices: Args: m_a (list int or float): Matrix a m_b (list int or float): Matrix b """ if type(m_a) is not list: raise TypeError("m_a must be a list") if type(m_b) is not list: raise TypeError("m_b must be a li...
def rfclink(string): """ This takes just the RFC number, and turns it into the URL for that RFC. """ string = str(string); return "https://datatracker.ietf.org/doc/html/rfc" + string;
def IsProcessAlive(pid, ppid=None): """Returns true if the named process is alive and not a zombie. A PPID (parent PID) can be provided to be more specific to which process you are watching. If there is a process with the same PID running but the PPID is not the same, then this is unlikely to be the same proc...
def scientific(x, n): """Represent a float in scientific notation. This function is merely a wrapper around the 'e' type flag in the formatting specification. """ n = int(n) x = float(x) if n < 1: raise ValueError("1+ significant digits required.") return ''.join(('{:.', str(n - 1), 'e}')).format(x)
def lens_rotation(alpha0, s0, dalpha, ds, t, tb): """Compute the angle alpha and projected separation s for each time step due to the lens orbital motion. :param alpha0: angle alpha at date tb. :param s0: projected separation at date tb. :param dalpha: float, angular velocity at date tb (ra...
def addJunctionPos(shape, fromPos, toPos): """Extends shape with the given positions in case they differ from the existing endpoints. assumes that shape and positions have the same dimensionality""" result = list(shape) if fromPos != shape[0]: result = [fromPos] + result if toPos != shape[-1...
def parse_range(response): """Parse range response. Used by TS.RANGE and TS.REVRANGE.""" return [tuple((r[0], float(r[1]))) for r in response]
def arg_hex2int(v): """ Parse integers that can be written in decimal or hex when written with 0xXXXX. """ return int(v, 0)
def which(cmd): """Same as `which` command of bash.""" from distutils.spawn import find_executable found = find_executable(cmd) if not found: raise Exception("failed to find command: " + cmd) return found
def texlabel(key, letter): """ Args: key (list of string): list of parameter strings letter (string): planet letter Returns: string: LaTeX label for parameter string """ if key.count('mpsini') == 1: return '$M_' + letter + '\\sin i$' if key.count('rhop') == 1: ...
def _create_file_link(file_data, shock): """ This corresponds to the LinkedFile type in the KIDL spec """ return { 'handle': shock['handle']['hid'], 'description': file_data.get('description'), 'name': file_data.get('name', ''), 'label': file_data.get('label', ''), 'URL':...
def get_data(dataset): """ Returns data without the header row """ return dataset[1:len(dataset)]
def return_min_tuple(tuple1, tuple2): """ implement function min for tuples (dist, i, j) """ ret_tuple = tuple1 if tuple2[0] < tuple1[0]: ret_tuple = tuple2 return ret_tuple
def _get_output_filename(dataset_dir, split_name): """Creates the output filename. Args: dataset_dir: The dataset directory where the dataset is stored. split_name: The name of the train/test split. Returns: An absolute file path. """ return '%s/cifar10_%s.tfrecord' % (dataset_dir, spl...
def _analyze_unittest_feeds(iterator): """Return statistics on the number of valid/empty/corrupt unittest feeds. """ feed_data_by_feed_url = {} for (feed, timestamp, file_path) in iterator: (feed_id, feed_url, _, _) = feed if feed_url not in feed_data_by_feed_url: feed_data_...
def reverse_direction(graph): """ returns a new graph = the original directed graph with all arcs reversed """ rev = {} for node, neighbors in graph.items(): for nbr in neighbors: if nbr in rev.keys(): rev[nbr].append(node) else: rev[nbr] = [no...
def escape(text: str) -> str: """ Replaces the following chars in `text` ('&' with '&amp;', '<' with '&lt;' and '>' with '&gt;'). :param text: the text to escape :return: the escaped text """ chars = {"&": "&amp;", "<": "&lt;", ">": "&gt"} for old, new in chars.items(): text = text.replace(...
def get_feeds_links(data): """Extracts feed urls from the GTFS json description.""" gtfs_feeds_urls = [] for feed in data: if feed["spec"] != "gtfs": continue if "urls" in feed and feed["urls"] is not None and feed["urls"]: gtfs_feeds_urls.append(feed["urls"]["stati...
def reachability_matrix(graph: list) -> list: """ DFS can be used to create it. time complexity: O(V*(V+E)). For a dense graph E -> V*V, then it will become O(V^3) space complexity: O(V) # not counting the matrix itself, which is O(V*V) """ def dfs(v1: int, v2: int): # O(V+E) nonlocal...
def apply_with_return_error(args): """ :see: https://github.com/ionelmc/python-tblib/issues/4 """ return args[0](*args[1:])
def sample_n_unique(sampling_f, n): """Helper function. Given a function `sampling_f` that returns comparable objects, sample n such unique objects. """ res = [] times_tried = 0 while len(res) < n and times_tried < 100: candidate = sampling_f() if candidate not in res: ...