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def human_readable_bytes(value, digits=2, delim="", postfix=""): """ Return a human-readable bytes value as a string. Args: value (int): the bytes value. digits (int): how many decimal digits to use. delim (str): string to add between value and unit. postfix (str): string to...
def fromdB(x): """ translate from dB values to linear values """ return 10.0**(0.1*x)
def shard(items, num_shards): """Split items into num_shards groups.""" sharded = [] num_per_shard = len(items) // num_shards start = 0 for _ in range(num_shards): sharded.append(items[start:start + num_per_shard]) start += num_per_shard remainder = len(items) % num_shards start = len(items) - re...
def count(matches): """Count occurrences of taxa in a map. Parameters ---------- matches : dict of str or dict Query-to-taxon(a) map. Returns ------- dict Taxon-to-count map. """ res = {} for taxa in matches.values(): try: # unique match (sca...
def _checkerror(fulloutput): """ Function to check the full output for known strings and plausible fixes to the error. Future: add items to `edict` where the key is a unique string contained in the offending output, and the data is the reccomended solution to resolve the problem """ edict = {'mu...
def nth_even(n): """Function I wrote that returns the nth even number.""" return (n * 2) - 2
def depth_to_qid_col_name(depth): """ Derives the proper name of the column for qids for depth based assignment. """ return "sub_" * depth + "qid"
def spec_v1(app): """ A spec loader for jupyter_lsp """ return { "robotframework_ls": dict( version=1, argv=["robotframework_ls"], languages=["robotframework", "plain"], mime_types=["text/x-robotframework"], urls=dict( home=...
def watch_for_pystol_timeouts(stop): """ Watch for action with timeouts. This method will listen for custom objects that times out. """ while True: return True
def idx2xy(idx): """convert an index to a x-y-coordinate of a Cell""" return [idx % 9 + 1, idx // 9 + 1]
def fibonacci_iterative(n): """Iterative implementation of the fibonacci function Time: O(n) """ last, curr = 0, 1 for _ in range(n): last, curr = curr, last + curr return last
def is_compliant(path: str) -> bool: """ Whether the "{...}" are closed """ unclosed_count = 0 for c in path: if c == "{": unclosed_count += 1 elif c == "}": unclosed_count -= 1 # count("}") > count("{") if unclosed_count < 0: retur...
def apk(actual, predicted, k=7): """ Computes the average precision at k. This function computes the average prescision at k between two lists of items. Parameters ---------- actual : list A list of elements that are to be predicted (order doesn't matter) predicted : list ...
def chomp( s ): """Return string without terminal newline if present""" return s[:-1] if s.endswith('\n') else s
def extract_github_owner_and_repo(github_page): """Extract only owner and repo name from GitHub page. e.g. https://www.github.com/psf/requests -> psf/requests Args: github_page - a reference, e.g. a URL, to a GitHub repo Returns: str: owner and repo joined by a '/' """ if githu...
def check_auth(username, password): """This function is called to check if a username password combination is valid.""" return username == 'admin' and password == 'secret'
def jacobian(adfuns, advars): """ Calculate the Jacobian matrix Parameters ---------- adfuns : array An array of AD objects (best when they are DEPENDENT AD variables). advars : array An array of AD objects (best when they are INDEPENDENT AD variables). ...
def split_list(l, N): """ Split list l into N sublists of equal size """ step = int(len(l) / N) div_points = range(0, len(l) + 1, step) return [l[div_points[i]:div_points[i + 1]] for i in range(N)]
def _extract_group(encr_text, fst_group_pos, snd_group_pos, min_group_len): """ Extract the largest group of characters may match at each position ARGUMENT NOTES: min_group_len -- The min length of the group RETURN NOTES: If the group has no minimum size, None. Otherwise, the following tuple: ...
def _join_ljust(words, width=9): """join list of str to fixed width, left just""" return ' '.join(map(lambda s: s.ljust(width), words)).strip()
def force_string(val=None): """Force a string representation of an object Args: val: object to parse into a string Returns: str: String representation """ if val is None: return '' if isinstance(val, list): newval = [str(x) for x in val] return ';'.join...
def none_to_str(item: None) -> str: """[summary] Args: item (None): [description] Returns: str: [description] """ """Converts None to a str.""" return 'None'
def is_nt(path_in: str): """Check if the path is a windows path.""" return path_in[1] == ":"
def merge_bytes(payload_list: list) -> int: """ Gives an 8 bytes value from a byte list :param payload_list: Byte list (max size is 8) :return: """ while len(payload_list) < 8: payload_list.append(0x00) result = payload_list[0] for i in range(1, 8): result = (result << 8...
def transpose(in_data, keys, field): """Turn a list of dicts into dict of lists Parameters ---------- in_data : list A list of dicts which contain at least one dict. All of the inner dicts must have at least the keys in `keys` keys : list The list of keys to extract...
def crc_chain(in_text, in_crc=0x00): """Computes the CRC for the given 8-bit text with given CRC8. Keyword arguments: in_text -- (unsigned 8-bit integer) input text for which CRC to be generated in_crc -- (unsigned 8-bit integer) initial CRC8 value Return: (unsigned 8-bit integer) CRC8 value f...
def _make_filter_string(filters): """ Create a filter string used to modify a SignalFX query :param filters: a list of (filter_name, value) tuples :returns: a SignalForm filter string -- 'filter("filter_1", "value_1") and filter("filter_2", "value_2")' """ if not filters: return "None" ...
def bytes2human(n): """ 2199023255552 byte --> 2.0T :param n: memory size transfer to pretty :return: """ symbols = ('K', 'M', 'G', 'T', 'P', 'E', 'Z', 'Y') prefix = {} for i, s in enumerate(symbols): prefix[s] = 1 << (i + 1) * 10 for s in reversed(symbols): if n >= p...
def delete_duplicates(list): """ Delete duplicate dictionary in 'List' """ return [dict(t) for t in {tuple(d.items()) for d in list}]
def rename_category_for_flattening(category, category_parent=""): """ Tidy name of passed category by removing extraneous characters such as '_' and '-'. :param category: string to be renamed (namely, a category of crime) :param category_parent: optional string to insert at the beginning of the str...
def prod2Gaussian(mu1,var1,mu2,var2): """ Product of Two Gaussian distributions with different mean and variance values. """ var12 = 1.0/(1.0/var1+1.0/var2) mu12 = var12*(mu1/var1 + mu2/var2) C12 = (mu2-mu1)*(mu2-mu1)/(var1+var2) return mu12, var12, C12
def parse_prefix(identifier): """ Parse identifier such as a|c|le|d|li|re|or|AT4G00480.1 and return tuple of prefix string (separated at '|') and suffix (AGI identifier) """ pf, id = (), identifier if "|" in identifier: pf, id = tuple(identifier.split("|")[:-1]), identifier.split("|")[-1...
def jacobi(numerator: int, denominator: int) -> int: """Compute the Jacobi Symbol.""" if denominator <= 0 or denominator & 1 == 0: raise ValueError('Jacobi parameters are out of function domain') j_symbol: int = 1 numerator %= denominator while numerator: while numerator & 1 == 0: ...
def add_grch37(genomes, ftp_link): """gencode's GRCh37 is filed with a unique system""" # no mouse in genomes yet latest_human = f"GRCh{max([int(g[-2:]) for g in genomes])}" latest_annot = genomes[latest_human]["annotations"][0] release = [r for r in latest_annot.split("/") if "release_" in r][0][-2...
def count_no_alphabets(POS): """Function to calculate no. of variables used in POS expression""" i = 0 no_var = 0 # As expression is standard so total no.of alphabets will be equal to alphabets before first '.' character while (POS[i]!='.'): # checking if character is alphabet if (PO...
def slice_string_for_completion(string): """ Split a string in significant parts for use in completion. Example: "University of Paris 13" => "University of Paris 13", "of Paris 13", "Paris 13", "13" This is useful to enable autocompletion starting from any part of a name. If we just use the name di...
def crearEncabezado(elNombreCabezado,listaLanzamientos): """ Funcion auxiliar que nos devuelve una lista de nombres de encabezado. @param elNombreEncabezado String @param listaLanzamiento lista Devuelve lista de encabezados """ listaEncabezado=[] nombreEncabezado=elNombreCabezado...
def recall(actual, predicted, k=10): """ """ m = len(actual) if m == 0: return -1 actual = set(actual) hit = 0. for i in range(k): p = predicted[i] if p in actual: hit += 1 return hit / m
def compute_figure_score(target, result): """ Compute the score corresponding to the found result, knowing that target was supposed to be found """ if target == result: return 10 elif abs(target - result) == 1: return 8 elif abs(target - result) == 2: return 7 elif ab...
def construct_left_right_pattern(points, gcd): """ This function build two dictionaries used for finding the next interval when executing the left or right moving operation. Args: points (list of distinct points in the dataset): gcd (the great common divisor in the program): Returns...
def wbi(b2, b4): """ Water Body Index (Domenech and Mallet, 2014). .. math:: WBI = (b2 - b4) / (b2 + b4) :param b2: Blue. :type b2: numpy.ndarray or float :param b4: Red. :type b4: numpy.ndarray or float :returns WBI: Index value .. Tip:: Domenech, E., Mallet, C. 2014. C...
def rayleigh_range(w0, k): """ Computes the rayleigh range, which is the distance along the propagation direction of a beam from the waist to the place where the area of cross section is doubled. Args: w0: waist radius of beam k: wave number in the direction of propagation of beam ...
def script_guard(line): """Detect the idiomatic trick C{if __name__ == "__main__":}""" return (len(line) == 5 and line[1][1] == '__name__' # this is the most selective and line[0][1] == 'if' and line[2][1] == '==' and line[4][1] == ':' and line[3][1][1:-1] == '__main__')
def ceil(n: float) -> int: """ calculate the smallest integer >= n :param n: any number :return: the smallest integer >= n """ if n.is_integer(): return int(n) else: return int(n + 1.0)
def _if_unmodified_since_passes(last_modified, if_unmodified_since): """ Test the If-Unmodified-Since comparison as defined in section 3.4 of RFC 7232. """ return last_modified and last_modified <= if_unmodified_since
def mean_percentage_error(y_true, y_pred): """ This function calculates mpe :param y_true: list of real numbers, true values :param y_pred: list of real numbers, predicted values :return: mean percentage error """ # initialize error at 0 error = 0 # loop over all samples in true and ...
def write_save(file, message): """Agrega texto a un archivo nuevo o existente""" with open(file, "a", encoding="utf8") as output: output.write(message+'\n') output.close() return 1
def _uidXform(line): """ Parse a line of the response to a UIDL command. The line from the UIDL response consists of a 1-based message number followed by a unique id. @type line: L{bytes} @param line: A non-initial line from the multi-line response to a UIDL command. @rtype: 2-L{t...
def lowercaseAbout(about): """Lowercase about values, leaving URLs alone. @param about: A C{unicode} about value. @return: An appropriately lowercased about value. """ if not (about.startswith('http://') or about.startswith('https://')): return about.lower() else: return about
def load_mlp_generateSamples(samples, pos_index, hist_index, config): """ Loads the pre-generate samples in the mlp_call or mlp_call_grad routine by index. Parameters --------- samples: dict Dict of the samples of the current mlp realization pos_index: tuple Index which ...
def chain(source, *transforms): """Chain a series of generators in intuitive order http://tartley.com/?p=1471 """ args = source for transform in transforms: args = transform(args) return args
def to_camel_case(text): """ Convert string with underscores to camel case. .. note:: Source StackOverflow <https://stackoverflow.com/a/19053800>`_ :param str text: The string to convert :rtype: str """ components = text.split("_") return components[0].lower() + "".join(x.title() for x...
def build_position_tex(position): """ Takes a position in the form of JSON schema and produces tex output for that env. """ tex_env = "positionenv" end = '' comments = [] skills = '' if "end" in position: end = position["end"] if "comments" in position: # If we fi...
def get_namespace_from_node(node): """Get the namespace from the given node Args: node (str): name of the node Returns: namespace (str) """ parts = node.rsplit("|", 1)[-1].rsplit(":", 1) return parts[0] if len(parts) > 1 else u":"
def _join_tag_version(tag, version): """ Join a tag (not image tag) and version by prepending the version to the tag with a '-' character. """ return '-'.join((version, tag))
def smaller_starting_year(year, starting_year): """ If the year is older than the defined "starting_year", i.e the year from when we start counting, set it to the "starting_year" This is just internal handling of the code and won't change the data """ if year < starting_year: year = star...
def s3_url(bucket: str, key: str) -> str: """ Turn a bucket + key into a S3 url """ return '/'.join(["s3:/", bucket, key])
def int_max_value(bits, signed=True): """Returns the maximum int value of a signed or unsigned integer based on used bits. Arguments: bits -- How many bits, e.g., 16 signed -- True if a signed int Returns: max_value -- The maximum int value based on given parameters """ if signed: ...
def find_control_points(c1x, c1y, mmx, mmy, c2x, c2y): """ Find control points of the Bezier curve passing through (*c1x*, *c1y*), (*mmx*, *mmy*), and (*c2x*, *c2y*), at parametric values 0, 0.5, and 1. """ cmx = .5 * (4 * mmx - (c1x + c2x)) cmy = .5 * (4 * mmy - (c1y + c2y)) return [(c1x, c...
def sourceJoin(nick, ident, host): """sourceJoin(nick, ident, host) -> str Join a source previously split by sourceSplit and join it back together inserting the ! and @ appropiately. """ return "%s!%s@%s" % (nick, ident, host)
def hash(text): """Calcualte the hash of a string, using the MD5 (Message Digest version 5) alorithm. Return value: ACSCII encoded hexadecimal number of 32 digits""" import hashlib m = hashlib.md5() m.update(text) hash = m.hexdigest() return hash
def double_two(nums): """ Uses built-in max() method and duplicated list. """ if len(nums) < 2: raise ValueError('Must have at least two values') my_max = max(nums) copy = list(nums) copy.remove(my_max) return (my_max, max(copy))
def convert_spark_datatype_to_presto(spark_datatype: str) -> str: """ Map from https://spark.apache.org/docs/latest/sql-ref-datatypes.html to https://docs.aws.amazon.com/athena/latest/ug/create-table.html """ spark_datatype_lower = spark_datatype.lower() # e.g varchar(100), decimal(1...
def least_common(column): """ >>> least_common(["0", "0", "1"]) '1' >>> least_common(["1", "1", "0", "0", "1"]) '0' """ occurs = {} for bit in column: occurs[bit] = occurs.get(bit, 0) + 1 return min(occurs, key=lambda v: occurs[v])
def fmt_f2(val, missing, _trace, _tzinfo): """Simple 2 place formatter.""" if val is None: return missing return "%.2f" % (val, )
def rank_as_string(list1, alphanum_index): """ Convert a ranked list of items into a string of characters based on a given dictionary `alph` of the format that contains the ranked items and a random alphanumeric to represent it. Parameters ---------- list1 : list A lis...
def calculation(a,operator,b):#No tratare de tratar errores en esta funcion para asegurar velocidad. """ ----------------------------------------------------- | Funcion que toma 1 numero, un string y 1 numero. | | con esos numeros usa el string para retorna | | una operacion matematica. | | | E...
def flatten(mapping, parent_name=""): """ Flattens a mapping tree so that all leaf nodes appears as tuples in a list containing a path and a value, like: >>> flatten({'a': 5, 'b': {'c': 6, 'd': 7}}) [('a', 5), ('b.c', 6), ('b.d', 7)] """ if not mapping: return [] result_lis...
def import_object(name): """Imports an object by name. import_object('x.y.z') is equivalent to 'from x.y import z'. """ parts = name.split('.') obj = __import__('.'.join(parts[:-1]), None, None, [parts[-1]], 0) return getattr(obj, parts[-1])
def validate_equalsize(a, b): """Check if two arrays have the same lenght.""" if len(a) != len(b): raise ValueError("Arrays must have the same lenght.") return None
def is_digit_unk(texts_lst): """ texts_lst = ["my", " SS", "N", " is", " 123", "456"] return: [0, 0, 0, 0, 1, 1] """ is_private = [] for tok in texts_lst: if tok.strip().isdigit(): is_private.append(1) elif tok.strip() in ['unk']: is_private.append(1) ...
def get_cell_content(browser, author): """ get novel cells return [cell, cell, cell] """ content = list() try: cells = browser.find_all(class_='t t2') except: return "[block]\n" for cell in cells: if cell.find(class_='r_two').b.string != author: contin...
def ratio_label(s): """A label for a ratio (1.2x, 8.8x) which is encoded from the server as an integer 10x the floating point ratio - e.g. '12', '88' """ return str(float(s) / 10.0);
def escape_html(t): """HTML-escape the text in `t`.""" return (t .replace("&", "&amp;").replace("<", "&lt;").replace(">", "&gt;") .replace("'", "&#39;").replace('"', "&quot;") )
def dxDC_calc(Vdc,Vdc_ref,Ki_DC): """Calculate derivative of xDC""" dxDC = Ki_DC*(Vdc_ref - Vdc) return dxDC
def midpoint_rule(f, M=100000): """Integrate f(x) over [0,1] using M intervals.""" from numpy import sum, linspace dx = 1.0/M # interval length x = linspace(dx/2, 1-dx/2, M) # integration points return dx*sum(f(x))
def not_found(_error): """ The 404 page is built by bracket so we have to link to the dist file it is built in. This is quite vulnerable as a result. See static_site/src/pages.py:NotFoundPage for where this is defined. """ return 'not found', 404
def topological_sort(graph): """ Order the whole graph topologically @param graph graph to bem ordered """ count = { } for node in graph: count[node] = 0 for node in graph: for successor in graph[node]: count[successor] += 1 ready = [ node for nod...
def try_get_local_path(target): """ Try to get the local path for a tracked object """ try: return target.local except AttributeError: return target
def is_emoji(string, n_emoji, emoji_pattern): """Return True if get_emojis() detects emoji. Also check if number of emoji exceeds threshold, and if there are non-emoji characters. :param string: string to check for emojis :param emoji_pattern: emoji pattern :param emoji_bin: compiled regex pattern ...
def note(name, source=None, contents=None, **kwargs): """ Add content to a document generated using `highstate_doc.render`. This state does not preform any tasks on the host. It only is used in highstate_doc lowstate proccessers to include extra documents. .. code-block:: yaml {{sls}} exa...
def word_show(vol, guess, store): """ param vol: str, the word from def random_word param guess: str, the letter user guessed param store: str, the string showing correct letters user guessed return: str, answer """ answer = '' if guess == '': for i in vol: answer += ...
def format_error_string(stacktrace_str): """Return a formatted exception.""" return '["e", "{}"]'.format(stacktrace_str.replace('"', '""'))
def format_time(time_in_seconds): """ Format seconds into human readable format. Parameters ---------- time_in_seconds : float Returns ------- str Formated time. """ mins, seconds = divmod(int(time_in_seconds), 60) hours, minutes = divmod(mins, 60) if hours > 0...
def filter_outliers(pts_i, pts_j, inliers): """ Filter outliers """ pts_out_i = [] pts_out_j = [] for n, status in enumerate(inliers): if status: pts_out_i.append(pts_i[n]) pts_out_j.append(pts_j[n]) return (pts_out_i, pts_out_j)
def mean (num_list): """ computes the mean of a list. Paramaters ------------- num_list: list List to calculate mean of Returns ------------- mean: float Mean of list of numbers """ list_mean=sum(num_list)/len(num_...
def binarysearch(vec, val): """ind returned satisfies vec[ind-1] <= val < vec[ind]""" nitem = len(vec) if nitem == 0: return 0 Li = 0 Ri = nitem Mi = nitem//2 while True: if vec[Mi] > val: # left search if Mi == (Li+Mi)//2: return Mi Ri = Mi Mi = ...
def representsInt(s): """ Check if s is an integer """ try: int(s) return True except ValueError: return False
def remove_head(alist): """Removes the first item in a list and returns the resulting list""" if alist != []: return alist[1:] else: return alist
def check_postal_code(postal_code): """ :param postal_code: Postal code from Client. :return: Either exception for invalid postal code or return valid postal code. """ if len(str(postal_code)) == 4: return postal_code raise TypeError("Postal code should be of length 4")
def std_float(number, num_decimals=2): """ Print a number to string with n digits after the decimal point (default = 2) """ return "{0:.{1:}f}".format(float(number), num_decimals)
def _hill_system_sort(ion_elements): """Reorder elements to be consistently ordered. Per https://en.wikipedia.org/wiki/Chemical_formula#Hill_system """ if ion_elements['C'] != 0: return ['C', 'H', *sorted(key for key in ion_elements.keys() if key not in ('C', 'H'))] return sorted(key for k...
def split_col_row(ref): """Split the letter and number components of a cell reference. Examples: >>> split_col_row('A1') ('A', 1) >>> split_col_row('B100') ('B', 100) >>> split_col_row('CC12') ('CC', 12) """ head = ref.rstrip("0123456789") tail = ref[...
def nmiles_to_km(N): """convert nautical miles to km""" N = N * 1.852 return N
def sequence_index_dict(seq, must_be_unique=True): """ Builds a dictionary for each element in seq mapped to its index in the sequence. Parameters ---------- seq : iterable of object must_be_unique : bool, optional Returns ------- dict of object, int Examples -------- >>> libtbx.utils.sequenc...
def write_steadyst_conv_msg(n, ConvCrit): """Return the convergence status message for writing to file.""" PrintMsg = f"\nSTATUS: CONVERGED SOLUTION OBTAINED AT\ \nITERATIONS={n},\nMAX. ERROR= {ConvCrit}" print(PrintMsg) print() return PrintMsg
def findpower2(num): """find the nearest number that is the power of 2""" if num & (num-1) == 0: return num bin_num = bin(num) origin_bin_num = str(bin_num)[2:] near_power2 = pow(10, len(origin_bin_num)) near_power2 = "0b" + str(near_power2) near_power2 = int(near_power2, base=2) ...
def _getSubWikiHeaders(wikiHeaders,subPageId,mapping=None): """ Function to assist in getting wiki headers of subwikipages """ subPageId = str(subPageId) for i in wikiHeaders: # This is for the first match # If it isnt the actual parent, it will turn the first match into a parent no...
def GetSettingNames(sensorName): """ Return list of per sensor dictionary keys of selected settings and results. """ return ['enabled', 'k_brightness', 'noise_floor']
def string(node): """ Print out string representation of linked list :param node: value of head node, start of list :return: string: string of linked list, comma delimited """ if node is not None and node.next_node is not None: # first or n-1 element in the linked list return str(node....