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def has_async_fn(fn): """Returns true if fn can be called asynchronously.""" return hasattr(fn, "async") or hasattr(fn, "asynq")
def str2list_row(row): """ convert str to list in a row. """ row = row.strip('\n') # delete '\n'. row = row.strip('\r') # delete '\r'. row = row.split(',') return row
def get_target_delta(data_size: int) -> float: """Generate target delta given the size of a dataset. Delta should be less than the inverse of the datasize. Parameters ---------- data_size : int The size of the dataset. Returns ------- float The target delta value. "...
def normalize_params(text:str) -> list: """ need to create standard function to normalize parametrs But first need to understand what params there could be """ result = list() # for default value list of one 0 will be returned result.append('0') if ' ' in text: if '/' in text: ...
def getCanonicalSvnPath(path): """Returns the supplied svn repo path *without* the trailing / character. Some pysvn methods raise exceptions if svn directory URLs end with a trailing / ("non-canonical form") and some do not. Go figure... """ if path and path.endswith('/'): path = path[:-1] return path
def isfastq(f, verbose=False): """ Simple check for fastq file """ if 'fq' in f or 'fastq' in f: return True return False
def _str_to_bool(s): """Convert string to bool (in argparse context).""" if s.lower() not in ['true', 'false']: raise ValueError('Need bool; got %r' % s) return {'true': True, 'false': False}[s.lower()]
def create_INFO_dict(INFO): """return a dict of values from the INFO field of a VCF """ d = {} for entry in INFO.split(";"): if "=" in entry: variable, value = entry.split("=", 1) d[variable] = value return d
def first(obj): """ return first element from object (also consumes it if obj is an iterator) """ return next(iter(obj))
def is_config_file(filename, extensions=[".yml", ".yaml", ".json"]): """ Return True if file has a valid config file type. Parameters ---------- filename : str filename to check (e.g. ``mysession.json``). extensions : str or list filetypes to check (e.g. ``['.yaml', '.json']``)....
def pos2wn (pos): """Take PTB POS and return wordnet POS a, v, n, r, x or None 'don't tag' z becomes z FIXME: add language as an attribute """ if pos in "CC EX IN MD POS RP VAX TO".split(): return None elif pos in "PDT DT JJ JJR JJS PRP$ WDT WP$".split(): return 'a' ...
def markupify(string): """ replace _ with \_ [ not need for all markup ] """ return string.replace("_","\_")
def combine_counts (counts, sample_names): """ Combine a set of count dictionaries counts is a dictorinary of count_data where key is sample name """ full_tag_list = [] num_of_samples = len(sample_names) # Generate the complete tag list (some samples won't have some tags) for sample in sample_names: full_tag_...
def u(s, encoding="utf-8"): """ bytes/int/float to str """ if isinstance(s, (str, int, float)): return str(s) if isinstance(s, bytes): return s.decode(encoding) raise TypeError("unsupported type %s of %r" % (s.__class__.__name__, s))
def get_tags(line): """Get tags out of the given line. :param str line: Feature file text line. :return: List of tags. """ if not line or not line.strip().startswith("@"): return set() return set((tag.lstrip("@") for tag in line.strip().split(" @") if len(tag) > 1))
def effective_decimals(num): """ find the first effective decimal :param float num: number :return int: number of the first effective decimals """ dec = 0 while 0. < num < 1.: dec += 1 num *= 10 return dec
def check_states(user_action, expected_action): """this function check the dialogue states of the json_object. assume both expected action and user action went through action standarlization, which means they must have a flight and name field. """ # first status needs to match status_match = expected_action...
def _contains_instance_of(seq, cl): """ :type seq: iterable :type cl: type :rtype: bool """ for e in seq: if isinstance(e, cl): return True return False
def block(name, content, converter): """ Create terraform block. Args: . name - block name. . content - block dict. . converter - schema converter function """ res ="" res += f'\n {name} ' + '{' for key, val in content.items(): res += converter(key,...
def get_group_size_and_start(total_items, total_groups, group_id): """ Calculate group size and start index. """ base_size = total_items // total_groups rem = total_items % total_groups start = base_size * (group_id - 1) + min(group_id - 1, rem) size = base_size + 1 if group_id <= rem else ...
def leading_indent(str): """Count the lead indent of a string""" if not isinstance(str, list): str = str.splitlines(True) for line in str: if line.strip(): return len(line) - len(line.lstrip()) return 0
def binary_xor(a, b): """ xor the binary numbers passed in parameters as strings Args: a -- string b -- string return a ^ b in binary """ initial_len = len(a) return bin(int(a, 2) ^ int(b, 2))[2:].zfill(initial_len)
def extract_fields(json): """Extracts a JSON dict of fields. REST and RPC protocols use different JSON keys for OpenSocial objects. This abstracts that and handles both cases. Args: json: dict The JSON object. Returns: A JSON dict of field/value pairs. """ return json.get('entry') or json
def LJ(r): """Returns the LJ energy""" return 4 * (((1 / r) ** 12) - ((1 / r) ** 6))
def _state_diff(state, previous_state): """A dict to show the new, changed and removed attributes between two states Parameters ---------- state : dict previous_state : dict Returns ------- dict with keys 'new', 'changed' and 'removed' for each of those with content """ ...
def dns(addrs): """Formats the usage of DNS servers. Very important to define this parameter when ever running a container as Ubuntu resolves over the loopback network, and RHEL doesn't. If you don't supply this in a docker run command, than users running RHEL based Linux cannot run automation bui...
def get_uv_3(x, y): """Get the velocity field for exercise 6.1.3.""" return x*(x-y), y*(2*x-y)
def firstjulian(year): """Calculate the Julian date up until the first of the year.""" return ((146097*(year+4799))//400)-31738
def fix_kwargs(kwargs): """Return kwargs with reserved words suffixed with _.""" new_kwargs = {} for k, v in kwargs.items(): if k in ('class', 'type'): new_kwargs['{}_'.format(k)] = v else: new_kwargs[k] = v return new_kwargs
def square_of_sum(N): """Return the square of sum of natural numbers.""" return (N * (N + 1) // 2) ** 2
def box(keyword): """Validation for the ``<box>`` type used in ``background-clip`` and ``background-origin``.""" return keyword in ('border-box', 'padding-box', 'content-box')
def sentitel_strict_acc(y_true, y_pred): """ Calculate "strict Acc" of aspect detection task of Sentitel. """ total_cases=int(len(y_true)) true_cases=0 for i in range(total_cases): if y_true[i]!=y_pred[i]:continue true_cases+=1 aspect_strict_Acc = true_cases/total_ca...
def face_num_filter(ans): """ ans -list of (pic_url, face_num) """ return list(filter(lambda x: x[1] == 1, ans))
def less_than(val1, val2): """ Simple function that returns True if val1 <= val2 and False otherwise. :param val1: first value of interest :param val2: second value of interest :return: bool: True if val1 <= val2 and False otherwise """ if round(val1, 3) <= round(val2, 3): # only care ...
def jekyll_slugify(input: str, mode: str = "default") -> str: """Slugify a string Note that non-ascii characters are always translated to ascii ones. Args: input: The input string mode: How string is slugified Returns: The slugified string """ if input is None or mode ...
def less_equal(dict1: dict, dict2: dict): """equal the same key to respect the key less dict""" if len(dict1) > len(dict2): dict1, dict2 = dict2, dict1 for key in dict1.keys(): if dict1[key] != dict2[key]: return False return True
def default_dev_objective(metrics): """ Objective used for picking the best model on development sets """ if "eval_mnli/acc" in metrics: return metrics["eval_mnli/acc"] elif "eval_mnli-mm/acc" in metrics: return metrics["eval_mnli-mm/acc"] elif "eval_f1" in metrics: retur...
def list_comprehension(function, argument_list): """Apply a multivariate function to a list of arguments in a serial fashion. Uses Python's built-in list comprehension. Args: function: A callable object that accepts more than one argument argument_list: An iterable object of input argument...
def listify(x): """ Example: >>> listify('a b c') ['a', 'b', 'c'] >>> listify('a, b, c') ['a', 'b', 'c'] >>> listify(3) [3] """ if isinstance(x, str): if ',' in x: return [x1.strip() for x1 in x.split(',')] else: r...
def check_similar_cpds(cpds, moa_dict): """This function checks if two compounds are found in the same moa""" for x in range(len(cpds)): for y in range(x+1, len(cpds)): for kys in moa_dict: if all(i in moa_dict[kys] for i in [cpds[x], cpds[y]]): retur...
def strip_dot_git(url: str) -> str: """Strip trailing .git""" return url[: -len(".git")] if url.endswith(".git") else url
def reciprocal_overlap(astart, aend, bstart, bend): """ creates a reciprocal overlap rule for matching two entries. Returns a method that can be used as a match operator """ ovl_start = max(astart, bstart) ovl_end = min(aend, bend) if ovl_start < ovl_end: # Otherwise, they're not overlapping ...
def get_parameter(kwargs, key, default=None): """ Get a specified named value for this (calling) function The parameter is searched for in kwargs :param kwargs: Parameter dictionary :param key: Key e.g. 'loop_gain' :param default: Default value :return: result """ if kwargs is None: ...
def header_line(name, description, head_type=None, values=None): """ A helper function to generate one header line for the capabilities() """ ret = {'name': name, 'description': description} if head_type is None: ret['type'] = 'string' else: ret['type'] = head_type if values ...
def filter_by_lines(units, lines): """Filter units by line(s).""" return [i for i in units if i.line in lines]
def singleton(cls): """ This method is used for provide singleton object. :param cls: :return: type method """ instances = {} def get_instance(): if cls not in instances: instances[cls] = cls() return instances[cls] return get_instance()
def same_frequency(num1, num2): """Do these nums have same frequencies of digits? >>> same_frequency(551122, 221515) True >>> same_frequency(321142, 3212215) False >>> same_frequency(1212, 2211) True """ set1 = set(str(num1)) set2 =...
def divisors_to_string(divs): """ Convert a list of numbers (representing the orders of cyclic groups in the factorization of a finite abelian group) to a string according to the format shown in the examples. INPUT: - ``divs`` -- a (possibly empty) list of numbers OUTPUT: a string represe...
def average(iterable): """Return the average of the values in iterable. iterable may not be empty. """ it = iterable.__iter__() try: sum = next(it) count = 1 except StopIteration: raise ValueError("empty average") for value in it: sum = sum + value ...
def calculate_ratios(x1, y1, x2, y2, width, height): """ Calculate relative object ratios in the labeled image. Args: x1: Start x coordinate. y1: Start y coordinate. x2: End x coordinate. y2: End y coordinate. width: Bounding box width. height: Bounding box he...
def get_vocabs(datasets): """ Args: datasets: a list of dataset objects Return: a set of all the words in the dataset """ print("Building vocab...") vocab_words = set() vocab_tags = set() for dataset in datasets: for words, tags in dataset: vocab_words...
def intdiv(p, q): """ Integer divsions which rounds toward zero Examples -------- >>> intdiv(3, 2) 1 >>> intdiv(-3, 2) -1 >>> -3 // 2 -2 """ r = p // q if r < 0 and q*r != p: r += 1 return r
def contains_filepath(filepath1, filepath2): """ contains_filepath checks if file1 is contained in filepath of file2 """ return filepath2.startswith(filepath1)
def shallow_compare_dict(source_dict, destination_dict, exclude=None): """ Return a new dictionary of the different keys. The values of `destination_dict` are returned. Only the equality of the first layer of keys/values is checked. `exclude` is a list or tuple of keys to be ignored. """ difference ...
def format_thousands(value): """Adds thousands separator to value.""" return "{:,}".format(int(value))
def _preprocess_path(path: str) -> str: """ Preprocesses the path, i.e., it makes sure there's no tailing '/' or '\' :param path: The path as passed by the user :return: The path of the folder on which the model will be stored """ if path.endswith("/") or path.endswith("\\"): path = ...
def get_bitfinex_candle_url(url: str, pagination_id: int): """Get Bitfinex candle URL.""" if pagination_id: url += f"&end={pagination_id}" return url
def ucfirst(word): """ Capitialize the first letter of the string given :param word: String to capitalize :type word: str :return: Capitalized string :rtype: str """ return word.upper() if len(word) == 1 else word[0].upper() + word[1:] if word else word
def add_log(log, theta, logl, pseudo): """ function to append thata and ll value to the logs """ log['logl'].append(logl) if pseudo: log['pseudo_data'].append('#FF4949') else: log['pseudo_data'].append('#4970FF') for parameters in theta: log[parameters].append(theta[p...
def binary_search(nums, key): """Returns the index of key in the list if found, -1 otherwise. List must be sorted.""" left = 0 right = len(nums) - 1 while left <= right: middle = (left + right) // 2 if nums[middle] == key: return middle elif nums[middle] > key: ...
def string_to_ascii_html(string: str) -> str: """Convert unicode chars of str to HTML entities if chars are not ASCII.""" html = [] for c in string: cord = ord(c) if 31 < cord < 127: html.append(c) else: html.append('&#{};'.format(cord)) return ''.join(htm...
def phys2dig(signal, dmin, dmax, pmin, pmax): """ converts physical values to digital values Parameters ---------- signal : np.ndarray or int A numpy array with int values (digital values) or an int. dmin : int digital minimum value of the edf file (eg -2048). dmax : int ...
def get_overtime(hour_out, check_out): """menghitung lembur pegawai""" if check_out > hour_out: result = check_out - hour_out else: result = ' ' return result
def get_length(input_data): """ Obtain the number of elements in each dataset Parameters ---------- input_data : list Parsed dataset of genes Returns ------- length : list the length of each dataset """ length = [] for dat...
def iff( a, b, c ): """ Ternary shortcut """ if a: return b else: return c
def list_elongation(lst, length, value=None): """Append value to lst as long as length is not reached, return lst.""" for i in range(len(lst), length): lst.append(value) return lst
def fibList(n): """[summary] This algorithm computes the n-th fibbonacci number very quick. approximate O(n) The algorithm use dynamic programming. Arguments: n {[int]} -- [description] Returns: [int] -- [description] """ # precondition assert n >= 0, 'n mu...
def cf_or(a, b): """The OR of two certainty factors.""" if a > 0 and b > 0: return a + b - a * b elif a < 0 and b < 0: return a + b + a * b else: return (a + b) / (1 - min(abs(a), abs(b)))
def _clean_html(html): """Returns the py3Dmol.view._make_html with 100% height and width""" start = html.find("width:") end = html.find('px">') + 2 size_str = html[start:end] html = html.replace(size_str, "width: 100%; height: 100%") return html
def is_tandem_repeat(start, stop, unitlength, sequence): """ :param start: the start (inclusive) of a tandem repeat sequence :param stop: the stop (exclusive) of a tandem repeat sequence :param unitlength: the unit length of the repeat sequence :param sequence: the sequence to which the coordinates...
def get_axis_num_from_str(axes_string): """ u,v,w correspond to 0,1,2 in the trailing axis of adcpy velocity arrays. This method returns a list of 0,1, and 2s corresponding to an input string composed u,v, and ws. Inputs: axes_string = string composed of u v or w only [str] Returns: ...
def one_bounce(a1, x0, xp0, x1, z1, z2): """ Calculates the x position of the beam after bouncing off one flat mirror. Parameters ---------- a1 : float Pitch of first mirror in radians x0 : float x position of the source in meters xp0 : float Pitch of source in rad...
def busquedaBinaria(numero, lista): """ Esta busqueda no me devuelve la posisicion en el array original pero me devuelve un entero positivo si es que el valor se encuentra y -1 caso contrario """ listaTemp = lista medio = len(lista) while medio >0: n = len(listaTemp) medi...
def get_method_acronym(method): """Gets pretty acronym for specified ResponseGraphUCB method.""" if method == 'uniform-exhaustive': return r'$\mathcal{S}$: UE' elif method == 'uniform': return r'$\mathcal{S}$: U' elif method == 'valence-weighted': return r'$\mathcal{S}$: VW' elif method == 'count-...
def coor_to_int(coor): """ Convert the latitude/longitute from float to integer by multiplying to 1e6, then rounding off """ return round(coor * 1000000)
def hex_to_rgb(rgb_string): """ Takes #112233 and returns the RGB values in decimal """ if rgb_string.startswith("#"): rgb_string = rgb_string[1:] red = int(rgb_string[0:2], 16) green = int(rgb_string[2:4], 16) blue = int(rgb_string[4:6], 16) return (red, green, blue)
def smart_repr(obj, object_list=None, depth=1): """Return a repr of the object, using the object's __repr__ method. Be smart and pass the depth value if and only if it's accepted. """ # If this object's `__repr__` method has a `__code__` object *and* # the function signature contains `object_list`...
def get_p2p_ssqr_diff_over_var(model): """ Get sum of squared differences of consecutive values as a fraction of the variance of the data. """ return model['ssqr_diff_over_var']
def con_str(strarr, k): """.""" n = len(strarr) res = "" if n == 0 or k > n or k <= 0: return "" for el in strarr: if len(el) > len(res): res = el for idx, el in enumerate(strarr): if el == res: if len(strarr[idx:idx + k]) > len(strarr[:k - idx]): ...
def divide(a,b): """THIS IS A DOC STRING THAT ONLY SHOWS WHEN USING HELP COMMAND""" if type(a) is int and type(b) is int: return a/b return "A and B must be ints!"
def derive_tenant(url): """Derive tenant ID from host We consider the standard `subdomain.domain.com` structure to be the `tenant_id`. There might be multiple applications that are hosted for the subdomain, and they may have additional application identifiers at the beginning, like 'customers....
def validate_form(form, required): """funkcija ki sprejme formo in vsebine, ki ne smejo biti prazne (required)""" messages = [] for vsebina in required: value = form.get(vsebina) if value is "" or value is None: messages.append("%s" % vsebina) return messages
def answer_check(n:int, table_number:str, target_number:str, H:int, B:int) -> bool: """ answer check. """ check_H, check_B = 0, 0 for col in range(0, n): if target_number[col] == table_number[col]: check_H += 1 if check_H != H: return False for i in range(0,...
def disease_related(row): """ Determine whether the cause of death was disease related or not from the value for Last Known Vital Status """ last_vital = row.get("Last Known Vital Status", "Unknown") or "Unknown" if "deceased by disease" in last_vital.lower(): ret = True elif "unkno...
def coverage(a1,b1,a2,b2):#{{{ """ return the coverage of two intervals a1, b1, a2, b2 are integers when the return value <=0, it means there is no coverage """ return (min(b1,b2)-max(a1,a2))
def eh_peca(peca): """ Reconhece peca. :param peca: universal :return: bool Recebe um argumento de qualquer tipo e devolve True se o seu argumento corresponde a uma peca e False caso contrario. """ return peca in ("X", "O", " ")
def _get_frames(d, cross = False, mask = None): """gets two frames (or one frame and NoneType) from dual (or single) frame data""" if cross == True: x1,x2 = d if mask is not None: x1,x2 = x1[mask],x2[mask] else: if len(d) == 1 and isinstance(d, tuple): x1, = d...
def parseLineForExpression(line): """Return parsed SPDX expression if tag found in line, or None otherwise.""" p = line.partition("SPDX-License-Identifier:") if p[2] == "": return None # strip away trailing comment marks and whitespace, if any expression = p[2].strip() expression = expre...
def in_circle(x, y, a=0, b=0, r=25): """Check if 2D coordinates are within a circle Optional arguments offset the circle's centre and specify radius returns True if x,y is in circle of position a,b and radius r """ return (x - a)*(x - a) + (y - b)*(y - b) < r**2
def convert_int_to_rgb_string(rgb_int): """ This function converts a RGB-Int value to a Standard RGB-String The Alpha Value is fixed. :param rgb_int: the RGB-Value as Integer :return: Standard RGB-Values as String """ red = rgb_int & 255 green = (rgb_int >> 8) & 255 blue = (rgb_int...
def integers(sequence_of_sequences): """ Returns a new list that contains all the integers in the subsequences of the given sequence, in the order that they appear in the subsequences. For example, if the argument is: [(3, 1, 4), (10, 'hi', 10), [1, 2.5, 3, 4], 'he...
def _swap_bytes(data): """swaps bytes for 16 bit, leaves remaining trailing bytes alone""" a, b = data[1::2], data[::2] data = bytearray().join(bytearray(x) for x in zip(a, b)) if len(b) > len(a): data += b[-1:] return bytes(data)
def _parse_dimensions(metric_name): """ Parse out existing dimensions from the metric name """ try: metric_name, dims = metric_name.split("|", 1) except ValueError: dims = "" return ( metric_name, dict(dim_pair.split("=") for dim_pair in dims.split(",") if dim_pair), ...
def quick_sort(alist): """Implement a sorted in order by value list.""" if len(alist) < 2: return alist if len(alist) == 2: if alist[0] > alist[1]: alist[0], alist[1] = alist[1], alist[0] return alist pivot = alist[0] less = [] greater = [] for num in alis...
def _create_name_mapping(all_nodes): """ helper function to creates the name of the nodes within a GraphPipeline model - if no ambiguities, name of node will be name of model - otherwise, name of node will be '%s_%s' % (name_of_step,name_of_model) Parameters ---------- all_nodes : list...
def add_quotes_to_strings(strings): """ Add double quotes strings in a list then join with commas. Args: strings (list(str)): List of strings to add parentheses to. Returns: str: The strings with quotes added and joined with commas. """ quote_strings = [] for _string in stri...
def get_metricx_list(type, features): """ Function: get_metricx_list Description: Return an instance of a MetricX for each feature name on a list. Input: - type,class: The MetricX object to instance. - features,list: List of feature names. ...
def get_currency_from_checkout(currency): """Convert Checkout's currency format to Saleor's currency format. Checkout's currency is using lowercase while Saleor is using uppercase. """ return currency.upper()
def slice_to_range(sl: slice, n): """ Turn a slice into a range :param sl: slice object :param n: total number of items :return: range object, if the slice is not supported an exception is raised """ if sl.start is None and sl.step is None and sl.start is None: # (:) return range(n)...
def overlap1(a0, a1, b0, b1): """Check if two 1-based intervals overlap.""" return int(a0) <= int(b1) and int(a1) >= int(b0)