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def bleep_out(string1, string2): """ >>> bleep_out('i freaking love carrots', 'freaking') 'i *** love carrots' >>> bleep_out('oh dang oh dang oh dang', 'dang') 'oh *** oh *** oh ***' """ return string1.replace(string2, "***")
def calc_ar1_dof_pearsonr(phi1, phi2=1.0, n=1): """Calculate degrees of freedom for correlation between two autocorrelated time series with autocorrelation coefficients phi1 and phi2 Parameter ---------- phi1, phi2 : float Lag-one autocorrelations of the two timeseries n : int ...
def add_job_category(jobs): """ Determine which category job belong to among: build, run or merge and add 'category' param to dict of a job Need 'processingtype', 'eventservice' and 'transformation' params to make a decision :param jobs: list of dicts :return: jobs: list of updated dicts """ ...
def interval_distance(label1, label2): """Krippendorff's interval distance metric >>> from nltk.metrics import interval_distance >>> interval_distance(1,10) 81 Krippendorff 1980, Content Analysis: An Introduction to its Methodology """ try: return pow(label1 - label2, 2) # ...
def _flag_single_gifti(img_files): """Test if the paired input files are giftis.""" flag_single_gifti = [] # gifti in pairs for img in img_files: ext = ".".join(img.split(".")[-2:]) flag_single_gifti.append((ext == "func.gii")) return all(flag_single_gifti)
def unescape(str): """ Removes some of the html characters and replaces them. :param str: Input string :return: unescaped string """ str = str.replace('\n', "\n\t") str = str.replace('\r', "\r") str = str.replace('\t', "\t") str = str.replace('\\\\', '\\') return str
def simple_select(vals, labels=None): """Returns an object for use in the dropdown filter. Selected is the initial value to highlight""" if labels is None: labels = vals obj = [vals, labels] return obj
def copytree_ignore_backup(src, names): """ Returns files to ignore when doing a backup of the rules. """ return [".cache"]
def cnn_output_length(input_length, filter_size, border_mode, stride, dilation=1): """ Compute the length of the output sequence after 1D convolution along time. Note that this function is in line with the function used in Convolution1D class from Keras. Params: input_length (int): Lengt...
def get_jobid_from_location(location): """Extracts an HTTP error message from an VO response. Parameters ---------- location : HTTP VO 303 response location header, mandatory HTTP VO redirection location Returns ------- A jobid. """ pos = location.rfind('/')+1 jobid = l...
def indent(str, dent): """Simple function to uniformly add whitespace to the front of lines.""" return '\n'.join(map(lambda x: ' ' * dent + x, str.split('\n')))
def mean_of_list(vals): """ avg value of a list :param vals: :return: """ return sum(vals)/float(len(vals)) if vals else 0
def getSurroundings(array, idx, window=2): """ Return words +-2 from idx """ surroundings = [] if idx > 1: surroundings.append(array[idx - 2]) else: surroundings.append('---') if idx > 0: surroundings.append(array[idx - 1]) else: surroundings.append('---') if idx < len(array) - 1: surroundings.append...
def make_nonterminal(label, children): """returns a tree node with root node label and children""" return [label]+children
def transform_event(ctx, param, value): """Callback to transform event into title case.""" if value is not None: return value.title() return value
def _computePolyVal(poly, value): """ Evaluates a polynomial at a specific value. :param poly: a list of polynomial coefficients, (first item = highest degree to last item = constant term). :param value: number used to evaluate poly :return: a number, the evaluation of poly with value """ #return numpy.polyval...
def addToAverage(totalCount, totalValue, newValue): """ simple sliding average calculation """ return ((1.0 * totalCount * totalValue) + newValue) / (totalCount + 1)
def _strip_split(data, sep, maxsplit=-1): """ Just like str.split(), but remove ambient whitespaces from all items """ return [item.strip() for item in data.split(sep, maxsplit)]
def _upper(string): """Custom upper string function. Examples: foo_bar -> FooBar """ return string.title().replace("_", "")
def removeDuplicates(head): """Function to remove the duplicate value nodes from a linked list Args: head (SinglyLinkedListNode): Head of the linked list to check Returns: (SinglyLinkedListNode): The head of the linked list after removing duplicates """ if head is None: ret...
def example(x,t,a,b): """ an example right hand side function """ return x*a - t*b,1
def mean_reciprocal_rank(sort_data): """ Evaluate MRR """ sort_lable = [s_d[1] for s_d in sort_data] assert 1 in sort_lable return 1.0 / (1 + sort_lable.index(1))
def num_windows_of_length_M_on_buffers_of_length_N(M, N): """ For a window of length M rolling over a buffer of length N, there are (N - M) + 1 legal windows. Example: If my array has N=4 rows, and I want windows of length M=2, there are 3 legal windows: data[0:2], data[1:3], and data[2:4]. ...
def pformat(obj): """Format an object using :func:`pprint.pformat`.""" from pprint import pformat return pformat(obj)
def reformat_alignment_title(alignment_title): """ Replaces white space with _ character in BLAST annotation :param (str) alignment_title: annotation :return (str): reformatted annotation """ return alignment_title.replace(" ", "_")
def equals(x, y, delta=0.0000001): """Compares two floating point numbers.""" return abs(x - y) < delta
def prod(*x): """ Returns the product of elements, just like built-in function `sum`. Example: ---------- >>> prod([5, 2, 1, 4, 2]) 80 """ if len(x) == 1 and isinstance(x[0], list): x = x[0] p = 1 for i in x: if hasattr(i, "__mul__"): p *= i return p
def create_edges(dc): """ Create edges (lines) connecting each pair of stars Arguments --------- dc : dictionary of constellations Returns ------- edges : list of all edges """ edges = [] for k,v in dc.items(): for i in v: edges.append(i) ...
def DAY_OF_WEEK(expression): """ Returns the day of the week for a date as a number between 1 (Sunday) and 7 (Saturday). See https://docs.mongodb.com/manual/reference/operator/aggregation/dayOfWeek/ for more details :param expression: expression or variable of a Date, a Timestamp, or an ObjectID ...
def get_intensity_matrix(pixels, option): """Function to set the measure of brightness to be used depending upon the option, choose between three measures namely luminance, lightness and average pixel values """ intensity_matrix = [] for row in pixels: intensity_matrix_row = [] f...
def filter_context_processor(request): """ Fills up variables filter_params, filter_form_hidden. """ if hasattr(request, 'filter'): return vars(request.filter) else: return {}
def int_left_most_bit(v): """ Could be replaced by better raw implementation """ b = 0 while v != 0: v //= 2 b += 1 return b
def rgb2html(r, g, b): # {{{1 """ Converts an RGB color to a HTML color string. All the arguments are clamped to the appropriate range for their type. Arguments: r: Red value, integer (0--255) or float (0--1.0). g: Green value, idem. b: Blue value, idem. Returns: h...
def type_n_queries(value): """Custom type used for --n_queries argument. Parameters ---------- value: str The argument value for --n_queries Returns ------- type_n_queries: A string containing 'min' or an integer. """ if value == 'min': return value else...
def convert_floats_to_ints(in_floats, multiplier): """Convert floating points to integers using a multiplier. :param in_floats: the input floats :param multiplier: the multiplier to be used for conversion. Corresponds to the precisison. :return the array of integers encoded""" return [int(round(x *...
def RGBtoHSV(r, g, b): """Convert RGB values to HSV Algorithm is taken from https://www.cs.rit.edu/~ncs/color/t_convert.html """ # If we were given black, return black if r == 0 and g == 0 and b == 0: return 0,0,0 # We need RGB from 0-1, not 0-255 r /= 255 g /= 255 b /= 255...
def checkinstance(csp): """Check if a given instance is valid.""" if type(csp) != dict: print("Instance has to be a dictionary and it has type ", type(csp)) return 1 try: for item in csp: if len(item) != len(csp[item].shape): stt = "(" + "2,"...
def max2(x, y): """ >>> max2(1, 2) 2 >>> max2(1, -2) 1 >>> max2(10, 10.25) 10.25 >>> max2(10, 9.9) 10.0 >>> max2(0.1, 0.25) 0.25 >>> max2(1, 'a') Traceback (most recent call last): ... UnpromotableTypeError: Cannot promote types int and string """ ...
def rotate(given_array): """ n = # rows = # columns in the given 2d array. Time: O(rows * cols) Space: O(2*1) = O(1) """ n = len(given_array) rotated = [[0 for i in range(n)] for j in range(n)] for i in range(n): for j in range(n): rotated[j][n - 1 - i] = given_ar...
def cluster_url_to_name(cluster_url, clusters): """ Given a cluster URL and the configured clusters, returns the corresponding cluster name, or throws if none is found """ matched_clusters = [c for c in clusters if c['url'].lower().rstrip('/') == cluster_url.lower()] if len(matched_clusters) == ...
def get_zoom_user_context(event): """ Parses the operation_detail field of Zoom.Operation events related to Users to provide usable fields for use in detections """ operation_context = {} raw_string = event.get("operation_detail", "") category_type = event.get("category_type") action = e...
def get_metadata_filename(preprocess_id, version=None): """Return a filename used for a preprocess download""" assert preprocess_id, "preprocess_id cannot be None" assert str(preprocess_id).isdigit(), "preprocess_id must be numeric" if not version: version = '1.0' version = str(version).re...
def _read_value(input_string: str) -> str: """Convert various numeric forms to regular decimal format if possible.""" ret_val = "" if not input_string: ret_val = "" if "0x" in input_string: ret_val = int(input_string, 16) elif "." in input_string: try: ret_val = f...
def yearmonthplusoffset(year, month, offset): """ calculate new year/month from year/month and offset """ month += offset # handle offset and under/overflows - quick and dirty, yes! while month < 1: month += 12 year -= 1 while month > 12: month -= 12 year += 1 ret...
def build_passport(data): """ Takes in a string of key:value pairs separated by spaces and returns a dictionary """ result = {} for part in data.split(" "): if ":" in part: parts = part.split(":") result[parts[0]] = parts[1] return result
def format_func(value, tick_number): """ Function to convert tick labels from seconds elapsed to day of date. """ return int(value / (24*60*60))
def code(text): """Formats text as code in Markdown format. Args: text(string): Text to format Return: string: Formatted text. """ return '`{0:s}`'.format(text.strip())
def _endpoint_from_image_ref(image_href): """Return the image_ref and guessed endpoint from an image url. :param image_href: href of an image :returns: a tuple of the form (image_id, endpoint_url) """ parts = image_href.split('/') image_id = parts[-1] # the endpoint is everything in the url...
def _global_unique_search(lines): """Remove repeated lines so that the entire file is unique. Returns the unique lines. lines: the lines of the file to deduplicate """ unique_lines = [] _idx = {} for line in lines: try: _idx[line] except KeyError: _id...
def compute_iou(boxA, boxB): """ Compute intersection over union Args: boxA: first bounding box boxB: second bounding box Returns: intersection over union """ # determine the (x, y)-coordinates of the intersection rectangle xA = max(boxA[0], boxB[0]) yA = max(boxA[1], b...
def pythonic(num_steps: int) -> int: """Same as `recursive()` but using built in cache. We can safely use a cache of size 3 to save some space. Args: num_steps: Returns: The number of possible ways to climb the stairs """ if num_steps <= 2: return num_steps if num_...
def order_flat_list(l): """ ['1','2','3','2','4','3']--->['1','2','4','3'] :param l: :return: """ if type(l) != list: return '' ret = '' tmp = [] tmp += l length = len(tmp) for i in range(length): value = tmp.pop(0) if value not in tmp: ret...
def read_limitsandfixed(fname): """ Read a text file e.g. PARAM1 0 1 # interpreted as fixed param PARAM2 0.54444 # interpreted as limits """ limits, fixed = {}, {} if fname is not None: with open(fname) as f: for l in f: if not l.startswi...
def extract(d, keys): """ Extract a key from a dict. :param d: The dict. :param keys: A list of keys, in order of priority. :return: The most important key with an value found. """ if not d: return for key in keys: tmp = d.get(key) if tmp: return tmp
def _is_ectopic(qidx): """ Checks if a QRS index is an ectopic beat in a trigeminy, according to its index. Parameters ---------- qidx: Index of the QRS complex within the QRS observations of this pattern. Returns ------- out: True if the index corresponds to an ect...
def try_pop(df, key, default=None): """ Like pandas.DataFrame.pop but accepts a default return like dict.pop does. """ try: return df.pop(key) except KeyError: return default
def _normalise_format_name(name): """ >>> _normalise_format_name('GEOTIFF') 'GeoTIFF' >>> _normalise_format_name('MD') 'MD' """ if not name: return name if name.lower() == 'geotiff': return 'GeoTIFF' return name
def format_value(value, context=None): """ Resole the Variable/FilterExpression value else nothing happens """ try: return value.resolve(context) except AttributeError: return value
def is_a_power_of_2(x: int) -> bool: """Check if an integer is a power of two. Args: x (int): Number to check Returns: bool: True if the number is a power of two """ # https://stackoverflow.com/questions/57025836/how-to-check-if-a-given-number-is-a-power-of-two return x > 0 an...
def crear_matriz(filas, columnas): """ Crea una matriz Mmxn hecha de ceros. m = filas, n = columas. """ matriz = [] for i in range(filas): matriz.append([0] * columnas) return matriz
def getCameraIndex(gltf, idname): """ Return the camera index in the gltf array. """ if gltf.get('cameras') is None: return -1 index = 0 for camera in gltf['cameras']: key = 'id' if camera.get('id') != None else 'name' if camera.get(key) == idname: return in...
def calculate_final_scores(n_gram_scores, consecutive_scores, w1, w2): """ Returns a list with the final scores for a given list of n_gram and consecutive scores """ return [w1*score1 + w2*score2 for (score1, score2) in zip(n_gram_scores, consecutive_scores)]
def sqrt(x): """returns the square root of a number: Docstring for sqrt. :x: number :returns: square root """ if x >= 0: return x ** 0.5 else : return 'Invalid Negative number'
def parse_pred(item, min_width=0.5, score_thresh=0.5): """ Use px to represent bbx """ impath = item["path"] preds = item["layout"] h = item["h"] w = item["w"] bbxes = [] for l, t, r, b, c, s in preds: if (r - l) < min_width or s < score_thresh: continue l = in...
def dups(lst): """ >>> dups([1, 2, 1, 3, 2, 5]) [1, 2] """ return list(set(filter(lambda x: lst.count(x) != 1, lst)))
def filtermetadata(text): """Extract just the revision data from source text. Returns ``text`` unless it has a metadata header, in which case we return a new buffer without hte metadata. """ if not text.startswith(b'\x01\n'): return text offset = text.index(b'\x01\n', 2) return tex...
def list_filter_none(l): """ filter none values from a list """ return [v for v in l if v is not None]
def form_concat_RE(re1, re2): """Helper for del_one_gnfa_state --- Given two non-eps REs, form their concatenation. """ if re1=="": return re2 elif re2=="": return re1 else: return ('.', (re1, re2))
def str_remove(x, remove_lst): """ Remove specified strings from a value. """ remove_lst = [remove_lst] if not isinstance(remove_lst, list) else remove_lst for item in remove_lst: x = str(x).replace(item, '') return x
def safe2f(x): """converts to float if possible, otherwise is a string""" try: return float(x) except BaseException: return x
def calc_chunksize(n_workers, len_iterable, factor=4): """Calculate chunksize argument for Pool-methods. Resembles source-code within `multiprocessing.pool.Pool._map_async`. """ chunksize, extra = divmod(len_iterable, n_workers * factor) if extra: chunksize += 1 return chunksize
def deep_merge(a, b): """ Merges b into a, recursively. This is a special recursive dictionary merge, made specifically for docker compose files. If a and b are both dictionaries, their keys are recursively merged. Keys in b write over keys in a. If a and b are both lists, the elements of b are adde...
def generateListLocation(username, list_name): """ generates file placement in S3 based on standardized storage """ return username + '/' + list_name + '.txt'
def lr_scheduler(epoch,lr): """ Learning rate scheduler decays the learning rate by factor of 0.1 every 10 epochs after 20 epochs """ decay_rate = 0.1 if epoch==20: return lr*decay_rate elif epoch%10==0 and epoch >20: return lr*decay_rate return lr
def get_distance(source, target): """Get Manhattan distance from source to target.""" return sum(abs(num1 - num2) for num1, num2 in zip(source, target))
def remove_leading_zeros(numeric_string): """ >>> remove_leading_zeros("0033") '33' """ ret_val = "" for n in numeric_string: if n != "0": ret_val += n return ret_val
def get_wcets(utils, periods): """ Returns WCET """ return [ui * ti for ui, ti in zip(utils, periods)] # return [math.ceil(ui * ti) for ui, ti in zip(utils, periods)]
def programExists(name): """Check whether `name` is on PATH and marked as executable.""" # from whichcraft import which from shutil import which return which(name) is not None
def parse_phrase_strings(phrase_strings): """Parse a phrase string passed from the JS application and return the corresponding sequence texts. """ sequence_texts = list() for phrase_string in phrase_strings: # Split on underscore to remove the unnecessary components, then # restor...
def rename_list_to_dict(rlist): """ Helper for main to parse args for rename operator. The args are assumed to be a pair of strings separated by a ":". These are parsed into a dict that is returned with the old document key to be replaced as the (returned) dict key and the value of the return ...
def is_positive_symbol(s): """ Function to find if s is a positive symbol by checking if its not a list and length of the string s is equal to 1 """ return (not isinstance(s, list)) and len(s) == 1
def rep2kmer(rep, k=6): """ Encode a repertoire using kmers Args: rep: a list of BCR CDR3s k: the size of the kmer Returns: list: a list of kmers """ germ = set() out = [] info = {} for s in rep: if type(s) == float: ...
def repeat(s, exclaim): """ Return the string 's' repeated 3 times. If exclaim is true, add exclamation mark. """ result = s + s + s if exclaim: result = result + '!!!' return result
def check_https(https_result: dict) -> bool: """ It will check if page output from HTTPS has been OK. :param https_result: Result from webserver_stats module :return: Boolean value. """ if https_result and https_result.get('status') == 200: return True return False
def bisect_jump_time(tween, value, b, c, d): """ **** Not working yet return t for given value using bisect does not work for whacky curves """ max_iter = 20 resolution = 0.01 iter = 1 lower = 0 upper = d while iter < max_iter: t = (upper - lower) / 2 if twee...
def union(u, v): """Return the union of _u_ and _v_. >>> union((1,2,3), (2,3,4)) [1, 2, 3, 4] """ w = list(u) if w is u: import copy w = copy.copy(w) for e in v: if e not in w: w.append(e) return w
def convert_to_nullable(input_val, cast_function): """For non-null input_val, apply cast_function and return result if successful; for null input_val, return None. Args: input_val (Any): The value to attempt to convert to either a None or the type specified by cast_function. The recognized ...
def c_path(path): """ Returns a string corresponding to the ``path`` to a struct element in C. The ``path`` is the sequence of field names/array indices returned from :py:func:`~reikna.cluda.dtypes.flatten_dtype`. """ return "".join( (("." + elem) if isinstance(elem, str) else ("[" + st...
def random_alphanumeric(length: int) -> str: """ Returns random str with the combination of alphabetic and numeric :param length: char length :return: [0-9a-zA-Z] """ import random import string letters = string.ascii_letters + string.digits random_str = ''.join(random.c...
def get_ligand_filetype(ligand_filename): """Returns the filetype of ligand.""" if ".mol2" in ligand_filename: return ".mol2" elif ".sdf" in ligand_filename: return "sdf" elif ".pdbqt" in ligand_filename: return ".pdbqt" elif ".pdb" in ligand_filename: return ".pdb" else: raise ValueErro...
def average_acceleration(v1 : float, v0 : float, t1 : float, t0 : float) -> float: """ [FUNC] average_acceleration: Returns the average_acceleration """ return ((v1-v0)/(t1-t0));
def object_adder(a, b): """Adds two object together""" if type(a) is not int or type(b) is not int: raise TypeError("Object is not of type int") return a + b
def showcase_user(username: str): """:class:`str`: Make a link that lets you showcase user. Parameters ------------ username: :class:`str` The user's username. .. versionadded: 1.3.5 """ return f"https://twitter.com/{username}"
def get_in(obj, keys): """ >>> get_in({'a': {'b': 1}}, 'a.b') 1 """ if isinstance(keys, str): keys = keys.split('.') for key in keys: if not obj or key not in obj: return None obj = obj[key] return obj
def make_filter_fn(filter_dict): """Returns a lambda which, when given a Todoist task, will check whether it has the same values for keys in `filter_dict`, returning a bool """ if not filter_dict: return None def fn(task): for k, v in filter_dict.items(): if task[k] ...
def mark_line_for_separation(line): """ Tag stage directions, acts, and scenes. """ if line[0] == " ": if line[-1] != ".": return "Stage_dir" + line + "." else: return "Stage_dir" + line elif "ACT " in line or "SCENE " in line: return line + "." re...
def parse_approx_order(approx_order): """ Parse the uniform approximation order value (str or int). """ ao_msg = 'unsupported approximation order! (%s)' force_bubble = False discontinuous = False try: ao = int(approx_order) except ValueError: mode = approx_order[-1].lowe...
def parse_vertex(text): """Parse text chunk specifying single vertex. Possible formats: vertex index vertex index / texture index vertex index / texture index / normal index vertex index / / normal index """ v = 0 t = 0 n = 0 chunks = text.split("/") v ...
def normalize_ranges(ranges): """ This function compare several ranges and offset the relative start to 0. If the ranges has a gap, for example, range1 finish to 50 and range2 start at 65. The gap is removed. """ offset = sorted(ranges)[0][0] ranges = [[n - offset for n in r] for r in ranges...
def istuple(val): """ check if the entry is a tuple or is a string of tuple Parameters ---------- val an entry of any type Returns ------- bool True if the input is either a tuple or a string of tuple, False otherwise Notes ----- please note that '(1)' is a...