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def euclide_algorithm(a: int, b: int) -> dict : """ Extended Euclide's algorithm Compute the PGCD from two integers and return the Bezout's relation elements Entry : two integers A and B Return : a dict ( "PGCD" , "U" , "V") where r is the remind and u and v are the the coefficients of the Bezout's relation "...
def RC(a,b): """ Compute Carlson's integral RC(a, b). 1 /\oo dx RC(a, b) = - | ----------------- 2 | 1/2 \/0 (x + a) (x + b) The parameters a and b may be complex numbers. """ A, B = a, b for k in range(4): g...
def count_startswith(L, ch): """ (list of str, str) -> int Precondition: the length of each item in L is >= 1, and len(ch) == 1 Return the number of strings in L that begin with ch. >>> count_startswith(['rumba', 'salsa', 'samba'], 's') 2 >>> count_startswith(['rumba', 'salsa', 'samba'], 'r')...
def full_name(obj): """Returns the full python name with the path as a string. Args: obj (string): Class Returns: str """ return "{0}.{1}".format(obj.__module__, obj.__name__)
def strip_commands(commands): """ Strips a sequence of commands. Strips down the sequence of commands by removing comments and surrounding whitespace around each individual command and then removing blank commands. Parameters ---------- commands : iterable of strings Iterable of co...
def quote_filenames(filenames): """Quote each elements so filename spaces don't mess up gyp's attempt to parse it into a list.""" return " ".join(['"%s"' % x for x in filenames])
def i2xyz(i): """ For easy reading of error checks """ if i == 0: return "x" elif i == 1: return "y" else: return "z"
def expand_tuples(L): """ >>> expand_tuples([1, (2, 3)]) [(1, 2), (1, 3)] >>> expand_tuples([1, 2]) [(1, 2)] """ if not L: return [()] elif not isinstance(L[0], tuple): rest = expand_tuples(L[1:]) return [(L[0],) + t for t in rest] else: rest = expand_...
def spec_is_empty(specification): """Check if specification value is empty Args: specification: List of specification values """ if len(specification) == 0: return True return False
def multi_split(s, split): """Splits on multiple given separators.""" for r in split: s = s.replace(r, '|') return [i for i in s.split('|') if len(i) > 0]
def departure(ob, climo): """ Compute a departure value """ if ob is None or climo is None: return "M" return ob - climo
def learning_rate_warmup_distributed( learning_rate, epoch, warmup_epochs, num_workers, curr_step, steps_per_epoch ): """Implements gradual learning rate warmup: `lr = initial_lr / hvd.size()` ---> `lr = initial_lr` `initial_lr` is the learning rate of the mo...
def _prune_tree(subtree, tree): """Do the work. I'm struggling to write a good docstring here. """ if subtree == tree: return {} return {c: _prune_tree(subtree[c], tree[c]) for c in subtree}
def typeid_of(category: str) -> int: """ Return a type ID matching the deviation category, or zero. Args: category: The deviation category. Returns: The type ID matching a deviation category, or zero. """ # Currently implementing art and journals only. type_ids = { ...
def counter(start, stop): """The counter function counts down from start to stop when start is bigger than stop, and counts up from start to stop otherwise.""" x = start if start > stop: return_string = "Counting down: " while x >= stop: return_string += str(x) if x != stop: return_string += "," x ...
def obtainDictFromTrueToFitted(dictFitted2True): """ This function returns the dictionary from a given true class label to the cluster label in the fitted clusters, predicted given the model dictFitted2True = obtainTrueClusterLabel4AllFittedCluster(trueY, fittedY) Args: dictFittedToTrue sho...
def cells_different(cell_a, cell_b, compare_outputs = True): """ Return true/false if two cells are the same cell_a: (obj) JSON representation of first cell cell_b: (obj) JSON representation of second cell compare_outputs: (bool) whether to compare cell outputs, or just inputs """ # check ...
def diff(A, B): """ A - B """ return list(set(A).difference(set(B)))
def _PathsFrom(argv0, runfiles_mf, runfiles_dir, is_runfiles_manifest, is_runfiles_directory): """Discover runfiles manifest and runfiles directory paths. Args: argv0: string; the value of sys.argv[0] runfiles_mf: string; the value of the RUNFILES_MANIFEST_FILE environment variable ...
def sortedSquaredArrayNormal(array): """ This function takes in a sorted array and return another sorted array which is formed by squared of elements in the input array. O(nlogn) time complexity and O(n) space complexity. args: --------- array : sorted array with numbers output: --------- array : which cons...
def solution(n): """Returns the sum of all the multiples of 3 or 5 below n. >>> solution(3) 0 >>> solution(4) 3 >>> solution(10) 23 >>> solution(600) 83700 """ a = 3 result = 0 while a < n: if a % 3 == 0 or a % 5 == 0: result += a elif a ...
def dict_merge(d1, d2, keys=None): """ Merge items of d2 to d1. if keys is None, merge all keys in d2. :param keys|str,list: the keys to be merged. """ if keys is None: for r in d2: d1[r] = d2[r] else: if type(keys) == str: keys = [keys]...
def foo1(x, *args, **kwargs): """ foo1 :param x: :param args: :param kwargs: :return: """ kwargs['name'] = 'Alice' new_args = args + ('extra', ) # bar(x, *new_args, **kwargs) return True
def adaptive_name(template, vm_set, index): """ A helper function for interface/bridge name calculation. Since the name of interface must be less than 15 bytes. This util is to adjust the template automatically according to the length of vm_set name and port index. The leading characters (inje, muxy, mb...
def _get_request_add_conditional_format(rule): """ Get request to conditionally format cells. :param rule: dict form of rule to format cells. :return: dict form of request. """ request = { "addConditionalFormatRule": { "rule": rule, 'index': 0 } } ...
def _subtract_clip(x, y): """Subtract y from x and clip to non-negative values. Retains numerical type of x and y without introducing underflows. """ result = (x > y) * (x - y) return result
def genomic_dup4_abs_37(genomic_dup4_37_loc): """Create test fixture relative copy number variation""" return { "type": "AbsoluteCopyNumber", "_id": "ga4gh:VAC.CYSRgw_prwhAhTZGM9blaEvmDjj952Uf", "subject": genomic_dup4_37_loc, "copies": {"type": "Number", "value": 3} }
def dict_patch(path, value): """Return dictionary patch. Used for merging. """ if not path: return value if isinstance(path, str): path = path.split(".") curr = result = {} for k in path[:-1]: curr[k] = {} curr = curr[k] curr[path[-1]] = value retu...
def flatten_package_lock_dependencies(package_lock_dependencies): """ Flattens package.lock dependencies :param package_lock_dependencies: :return: tuple(flat_array, dep_mapping) WHERE array flat_array is a flat array of all dependencies dict dep_mapping is a tree representing nested depe...
def get_enduses_with_dummy_tech(enduse_tech_p_by): """Find all enduses with defined dummy technologies Parameters ---------- enduse_tech_p_by : dict Fuel share definition of technologies Return ------ dummy_enduses : list List with all endueses with dummy technologies "...
def _AppendIf(container, condition, value): """Appends to a list if a condition evaluates to truth. """ if condition: container.append(value) return condition
def row_indices_snake(row, x_dimension): """Obtain the indices in a row from left to right in the 2-d snake ordering.""" indices = range(row * x_dimension, (row + 1) * x_dimension) if row % 2 != 0: indices = reversed(indices) return list(indices)
def multimodalcompute(models, train_x): """Compute encoded representation for each modality in train_x using encoders in models. Args: models (list): List of encoder instances train_x (List): List of Input Tensors Returns: List: List of encoded tensors """ outs = [] for...
def ParseKey(algorithm, key_length, key_type, messages): """Generate a keyspec from the given (unparsed) command line arguments. Args: algorithm: (str) String mnemonic for the DNSSEC algorithm to be specified in the keyspec; must be a value from AlgorithmValueValuesEnum. key_length: (int) The key l...
def first(L): """ """ for (n,l) in enumerate(L): if l: return n return None
def valid_page_name(page): """ Checks for valid mainspace Wikipedia page name Args: page: The page name to validate Returns: True if `page` is valid, False otherwise """ NON_MAINSPACE = ['File:', 'File talk:', 'Wikipedia:', ...
def parse_arxiv_url(url): """ examples is http://arxiv.org/abs/1512.08756v2 we want to extract the raw id (1512.08756) and the version (2) """ ix = url.rfind('/') idversion = url[ix+1:] # extract just the id (and the version) parts = idversion.split('v') if len(parts) > 2: raise...
def observable_extract_properties(observable): """Extracts properties from observable""" result = {} title = next((c for c in observable if c.name == 'Title'), None) if title is not None: title = title.text result['stix_title'] = title description = next((c for c in observable if c...
def filter_clippables(clippables, eaf_wav_files, eaf_creators): """We have multiple EAFs for some wavs. When this is the case, only use the one that is in the EAF creators metadata.""" new_clippables = [] has_metadata = {} # Find out which wav regions we have metadata for for eaf_file, start, ...
def get_folder_data(folder): """ Extracts existing permissions on folder """ folder_data = {} folder_data["folderId"] = folder["id"] folder_data["rootDefaultFolder"] = folder["defaultFolder"] folder_data["rootDefaultStore"] = folder["defaultStore"] folder_tenants = [] default_store = [] ...
def _get_exported_include_tree(dep): """ Generate the exported thrift source includes target use for the given thrift library target. """ return dep + "-thrift-includes"
def validate_password(password): """ ensure that any input password is at least length 6, has at least one upper case, at least one lower case, and at least one special character :param password: the password of the user :return: returns True if the password is valid, False otherwise """ spe...
def add_etherpad_urls (event_data): """ Add item etherpad_urls""" event_id = event_data['id'] # query our database or #etherpad_urls = find_etherpad_urls(event_id) #event_data['etherpad_urls'] = etherpad_urls return event_data
def a_to_i(text): """ Converts a string to an int if possible :param text: str to possibly be converted :return: either int (if text could be converted) or the same str back """ return int(text) if text.isdigit() else text
def get_function_name(stack_outputs, function_logical_id): """Obtains the function name from given stack outputs. :type stack_outputs: dict :param stack_outputs: CloudFormation stack outputs. :type function_logical_id: str :param function_logical_id: logical ID of the function resource. :rtyp...
def equivalent_mod(a: int, b: int, n: int) -> bool: """Return whether a is equivalent to b modulo n. You can compute this by comparing remainders. Preconditions: - n >= 1 >>> equivalent_mod(10, 66, 4) # Both have remainder 2 True >>> equivalent_mod(13, 19, 5) False """ re...
def is_equal_to_as_set(l1, l2): """ return true if two lists contain the same content :param l1: first list :param l2: second list :return: whether lists match """ # Note specifically that set(l1) == set(l2) does not work as expected. return len(set(l1).symmetric_difference(set(l2))) == 0
def list2pairs(l): """ Turns any list with N items into a list of (N-1) pairs of consecutive items. """ res = [] for i in range(len(l)-1): res.append((l[i], l[i+1])) return res
def retrieve_tree(i): """ (function) retrieve_tree ------------------------ Retrieve the tree Parameter --------- - i : tree index Return ------ - selected tree """ tree_list = [{'no surfacing': {0: 'no', 1: {'flippers': {0: 'no', 1: 'yes'}}}}, {'no surf...
def deriv(y, t, Delta, beta, mu, epsilon,gamma,alpha,delta): """ This function contains a system of equations for the S.E.I.R. model assuming non constant population death (natural and due infection) and birth rates, as well as reinfection post recovery. Args: y (array): contains five f...
def list_to_dict(_list): """Converts a list of dicts into a dict of dicts using the 'Name' key from the dicts in the list as the key for the dict in the dict of dicts""" _dict = {} for item in _list: if type(item) == dict: _dict[item["Name"]] = item else: _dict[i...
def as_dict(maybe_element, key): """helps to regularize input into a dict. if ``maybe_element`` is not a dict, will return a dict with single key as ``{key:maybe_element}``, else will return ``maybe_element``. Args: maybe_element: a dict or any object. key : the sole key. Returns:...
def flatten(lists): """ flatten a list of lists """ result = [] for sublist in lists: result += sublist return result
def MJD_to_Julian_Epoch(MJD): """ MJD_to_Julian_Epoch(MJD): Convert Modified Julian Date (MJD) to Julian Epoch """ return 2000.0 + (MJD-51544.5)/365.25
def container_name_for(image, application_id): """ Get a name for a service container based on image and application ID Parameters: image - image that the container is for application_id - application id that the container is for Return value: A string """ return image....
def flatten(l): """ inefficiently flattens a list l: an arbitrary list """ if not l: return l if isinstance(l[0], list): return flatten(l[0]) + flatten(l[1:]) return [l[0]] + flatten(l[1:])
def utc2event(utc): """ given utc string returns list with year,month,day,hour,minute,second """ # last part usually either Z(ulu) or UTC, if not fails if utc[-3:] == "UTC": utc = utc[:-2] elif utc[-1:] == "Z": pass else: raise Exception( "Cannot handle ti...
def celery_bug_fix(*args, **kwargs): """ celery chords only correctly handle errors with at least 2 tasks, so we append a celery_bug_fix task. https://github.com/celery/celery/issues/3709 """ return [0, None, None]
def add(X, value): """Add `value` to all elements of `X`""" return [[a + value for a in row] for row in X]
def return_new_bin(val): """ return new bin value """ if val < 3: return 'a' elif val < 10: return 'b' elif val < 20: return 'c' elif val < 30: return 'd' elif val < 50: return 'e' elif val < 200: return 'f' else: retu...
def calc_t_exp(n_int, t_ramp): """Calculates exposure time (or photon collection duration as told by APT.) Parameters ---------- n_int : int Integrations per exposure. t_ramp : float Ramp time (in seconds). Returns ------- t_exp : float Exposure time (in seconds...
def int_parameter(level, maxval): """Helper function to scale `val` between 0 and maxval . Args: level: Level of the operation that will be between [0, `PARAMETER_MAX`]. maxval: Maximum value that the operation can have. This will be scaled to level/PARAMETER_MAX. Returns: An int that...
def powerlaw(wave, tau_v=1, alpha=1.0, **kwargs): """Simple power-law attenuation, normalized to 5500\AA. :param wave: The wavelengths at which optical depth estimates are desired. :param tau_v: (default: 1) The optical depth at 5500\AA, used to normalize the attenuation curve. ...
def acct(st1, yt1, t): """returns smoothed accumulation for a t-period total and incremental value""" return st1 - st1 / t + yt1
def finvalue(cm, vi): """cm = coefficient multiplicateur vf = valeur finale vi = valeur initiale calcule la valeur finale""" vf = cm * vi return vf
def countingValleys(steps, path): """ Args: steps (int): len of the path. path (str): string with Ds/Us. Returns: int: number of valleys""" del steps current_height = 0 valleys = 0 # loop over steps and update current height for step in path: if step == '...
def GroupTestsForShard(num_of_shards, test_classes): """Groups tests that will be ran on each shard. Args: num_of_shards: number of shards to split tests between. test_classes: A list of test_class files in the jar. Return: Returns a dictionary containing a list of test classes. """ test_dict = ...
def _format_time(time_us): """Defines how to format time in FunctionEvent""" US_IN_SECOND = 1000.0 * 1000.0 US_IN_MS = 1000.0 if time_us >= US_IN_SECOND: return '{:.3f}s'.format(time_us / US_IN_SECOND) if time_us >= US_IN_MS: return '{:.3f}ms'.format(time_us / US_IN_MS) return '{...
def find_host(name): """Check if an entry already exists in /etc/hosts.""" hosts = open("/etc/hosts", "r") for line in hosts: if name in line: return True return False
def bu_to_cm(x): """Convert blender units to cm.""" return x * 100.0 if x is not None else x
def get_column_categories(data, index): """ Get distinct values of column """ return list(set(map(lambda item: item[index], data)))
def zenodo_project_download_helper(is_record, project_name, project_helper, files): """ Downloads a full project from Zenodo and returns the expected list of dictionaries. Parameters ---------- is_record : bool Flag for if the resource is a published record project_name : str Th...
def unhappy_f_point(list, index, other_index): """ Checks if a new point will be unhappy. Returns False if will be happy. """ if list[other_index] == 1: list[other_index] = 0 else: list[other_index] = 1 if list[index] != list[index - 1] or list[index] != list[(index + 1...
def is_merc_projection(srs): """ Return true if the map projection matches that used by VEarth, Google, OSM, etc. Is currently necessary for zoom-level shorthand for scale-denominator. """ if srs.lower() == '+init=epsg:900913': return True # observed srs = dict([p.split('=') fo...
def rectangular_wetted_perimeter(width, height): """Returns rectangular wetted perimeter in open channel. :param width: width of rectangular channel :param height: height of water in open channel """ return width + 2 * height
def total_probability(fixed_symbol: str, varying_symbol_template: str, n: int, start_at: int = 1) -> str: """ Returns a string for law of total probability. **Parameters** - `fixed_symbol`: str The symbol that stays the same in the summation. - `varying_symbol_template`: str A t...
def get_variants(category): """Provides the different data variants""" variants = [ "cum", "cum_rel_popmio", "cum_rel_pop100k", "diff", "diff_rel_popmio", "diff_rel_pop100k", "diff_ma1w", "diff_rel_popmio_ma1w", "diff_rel_pop100k_ma1w", ...
def extract_thread_ts(link): """ Get the thread timestamp from the message link :param link: permalink of the message :return: return the thread timestamp string """ if "thread" in link: return link[-16:] else: return None
def capitalize(words): """Capitalize every string in ``words``. """ return list(w[0].capitalize() + w[1:] for w in words)
def euler_problem_1(n=1000): """ If we list all the natural numbers below 10 that are multiples of 3 or 5, we get 3, 5, 6 and 9. The sum of these multiples is 23. Find the sum of all the multiples of 3 or 5 below 1000. """ # compute the number of such multiples in three sets num_multiples_of_3 =...
def create_test_statements(length=1) -> dict: """Assists with the creation of policy statements for testing""" statement = { "Version": "2012-10-17", "Statement": [ { "Effect": "Deny", "Action": [ "fake:action" ], ...
def get_x_scale(xcoordinatemin, xcoordinatemax, xpixelmin, xpixelmax): """ Establishes the scaling from pixels to x axis units. Can also be used for the y scaling, with all 'x' in input variables replaced with their 'y' counterparts :param xcoordinatemin: number, minimum x (or y) value (from input image...
def prefix_sub(instr): """ Remove x86 instruction prefix :param instr: instruction string """ return instr.replace('lock ', '') if 'lock ' in instr else instr
def _get_pairs(word): """ Return set of symbol pairs in a word. word is represented as tuple of symbols (symbols being variable-length strings) """ pairs = set() prev_char = word[0] for char in word[1:]: pairs.add((prev_char, char)) prev_char = char return pairs
def flatten( gtype: str ) -> str: """ """ if gtype == 'MultiPoint': return 'Point' if gtype == 'MultiLineString': return 'LineString' if gtype == 'MultiPolygon': return 'Polygon' return gtype
def format_unix_time(unix_time, style=None): """ Formats unix time to Discord'stimestamp markdown format. For formatting details please check out ``TIMESTAMP_STYLES``, which contains the usable styles. Parameters ---------- unix_time : `int` The datetime to format. style :...
def parse_chocophlan_gene_indexes(annotation_gene_index): """ Parse the chocophlan gene index input """ # Update the chocophlan gene indexes chocophlan_gene_indexes = [] for index in annotation_gene_index.split(","): # Look for array range if ":" in index: split_index = inde...
def create_vocab( lines, vocab_file, min_frequency=3, special_symbols=["[PAD]", "[SEP]", "[CLS]", "[MASK]", "[UNK]"], ): """Create vocabulary from lines""" # Count word occurency vocab = {} for line in lines: if line.strip(): for w in line.strip().split(): if w in...
def _is_int(value): """ Check whether a value is an int or not. """ try: if (str(value).isdigit() or (len(str(value)) > 1 and str(value)[0] == '-' and str(value)[1:].isdigit()) or int(value) == value): return True return False ...
def get_nr_to_check(selection, line_scores): """ Gets the number of checks the annotators should do given a selection and a line_score :param selection: selection of the lines to check :param line_scores: the lines with the given score :return: the number of checks that still need to be performed ...
def slice_len(s): """Compute the 'length' of a slice, i.e. stop - start. Args: s (slice): Slice object. Raises: ValueError: If `s` has a step other than 1 or None. ValueError: If `s` is decreasing. """ if s.step not in (None, 1): raise ValueError("Slices may not de...
def _float(item, default=0.0): """_float Args: item (Any): item default (float, optional): default Returns: float: item in float type """ if isinstance(item, float): return item if item == 'null': return 0.0 if item == 'false': return 0.0 ...
def cap_sentence(string): """ Capitalize first letter of each word in string. """ return ' '.join(word[:1].upper() + word[1:] for word in string.split(' '))
def configurePhiRhoZ(depth, resln=1.0): """configurePhiRhoZ(depth) Add a phi(rho*z) detector with the specified z dimension in meters.""" return { 'PhiRhoZ' : depth, 'resln': resln}
def calculate_date(offset): """ :param offset: :return: """ import datetime from datetime import timedelta calculated_date = datetime.datetime(1970,1,1) endDate = calculated_date + timedelta(days=int(offset)) iso_date = endDate.isoformat() return iso_date
def create_callback_data(button_type,category): """ Create the callback data associated to each button""" return ";".join([button_type,category])
def apriori_generate(Lk, k): """ Takes a list of frequent itemsets, Lk and the size of the sets, to produce candidate itemsets. """ return_list = [] len_Lk = len(Lk) for i in range(len_Lk): for j in range(i + 1, len_Lk): L1 = list(Lk[i])[:k - 2] L2 = list(...
def indent(text, indentation): """Indents a string of text with the given string of indentation. PARAMETERS: text -- str indentation -- str; prefix of indentation to add to the front of every new line. RETURNS: str; the newly indented string. """ return '\n'.j...
def signature_for_type_name(type_name): """Determine the JNI signature for a given single data type. This means a one character representation for primitives, and an L<class name>; representation for classes (including String). """ if type_name == b'void': return b'V' elif type_name == b...
def evidence(var, e, outcomeSpace): """ argument `var`, a valid variable identifier. `e`, the observed value for var. `outcomeSpace`, dictionary with the domain of each variable Returns dictionary with a copy of outcomeSpace with var = e """ newOutcomeSpace = outcomeSpace.copy() # Make...