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def read_blacklisted_ranges(fn, num_alignments): """Read list of blacklisted ranges. There must be 3 columns in the file: 1 - an identifier for an alignment that the guide should be covering (0-based, with maxmimum value < num_alignments) 2 - the start position (inclusive) of a rang...
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import csv def parse_csv_data(csv_filename) -> list: # Function to parse csv data into a list. """extracts CSV data and formats it as a list. :param csv_filename: the name of the CSV file you wish to parse. :return: the lines of the CSV as a list of lists. """ file_lines = [] # initialises list...
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def checkOut(out,filename): """ Check for errors in uhbdaa and uhbdpr.out. """ lines = out.split("\n") # Check for fatal errors hash = [l[1:6] for l in lines] try: err_index = hash.index("FATAL") err = ["%s\n" % (80*"-")] err.append("Fatal Error in %s:\n" %...
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def get_formatted_month_year(month, year): """ Returns month/year formatted like MM/YYYY. e.g.: 09/2015 :param year: Year :param month: Month :return: Formatted month/year (e.g. 09/2015), ``str`` """ return "{0:=02}/{1}".format(month, year)
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def _getCcFlags(build): """A wrapper for BuildType.CcFlags that copes with ValueError being raised. This happens with the GccOptNative build type, since the compile flags are machine-specific. """ try: return build.CcFlags() except ValueError: return "[machine specific optimisat...
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def format_index(index): """Convert Index to fixture format. """ return { "fields": { "name": index.name, "table_id": index.table_id, "workspace_id": str(index.workspace_id), "created_at": str(index.created_at), "updated_at": str(index.upda...
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def writeADESHeader( observatory_code, submitter, telescope_design, telescope_aperture, telescope_detector, observers, measurers, observatory_name=None, submitter_institution=None, telescope_name=None, telescope_fratio=None, ...
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import csv def _parse_wmic_csv_output(text): """ Parse the output of Windows "wmic logicaldisk list full /format:csv" command. """ # parse out the comma-separated values of each non-empty row rows = [row for row in csv.reader(text.split("\n")) if row] # use the first row as the header row ...
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def is_iterable(f): """ Returns True if an object can be iterated over by using iter(obj) """ try: iter(f) return True except TypeError: return False
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def _check_conversion(key, valid_dict): """Check for existence of key in dict, return value or raise error""" if key not in valid_dict and key not in valid_dict.values(): # Only show users the nice string values keys = [v for v in valid_dict.keys() if isinstance(v, str)] raise ValueError...
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def comment_text(results): """ get comment text """ text = results['text'] return text
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def token(args, premise): """Return token.""" return args[0]
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import math def fix_float_single_double_conversion(value: float) -> float: """Fix precision for single-precision floats and return what was probably meant as a float. In ESPHome we work with single-precision floats internally for performance. But python uses double-precision floats, and when protobuf...
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def get_fi_repeated_prime(p, k=1): """ Return Euler totient for prime power p^k :param p: prime number :param k: power :return: fi(p^k) """ return pow(p, k - 1) * (p - 1)
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def greatest_common_divisor(value1: int, value2: int): """Calcula o maior divisor comum de dois valores""" value1 = abs(value1) value2 = abs(value2) if value1 < value2: value1, value2 = value2, value1 remainder = value1 % value2 if remainder == 0: return value2 r...
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from typing import Tuple def get_rgb_from_hex(hex_str: str) -> Tuple[int, int, int]: """Get the rgb values from a hex string.""" # Adopted from # https://stackoverflow.com/questions/29643352/converting-hex-to-rgb-value-in-python hx = hex_str.lstrip("#") return int(hx[0:2], 16), int(hx[2:4], 16), i...
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def convert_to_face_coords(face_bbox, leye_bbox, reye_bbox): """ Convert the left and right eye bounding boxes to be referenced relative to the face crop instead of the raw image. Args: face_bbox: The face bounding box. leye_bbox: The raw left eye bounding box. reye_bbox: The raw right eye bounding bo...
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def convert_nonelike_to_none(input_item): """Converts None-like values ("none", "NULL", None, etc) to the uniform string "None". Note, the output is NOT the python None, but a string. Parameters ---------- input_item : string or int Item to be converted to None (e.g. "none", "NULL" or the ...
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def _sort_run_times(x, show_time=True): """Sort runs based on acquisition times""" ordered_runs = sorted(x, key=lambda x: x[2]) if show_time: return dict([(i[0], i[1]) for i in ordered_runs]) else: return [i[0] for i in ordered_runs]
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def sanitize_filename(filename): """Sanitize a filename, removing dangerous characters that could be used to escape the uploads directory. Everything except [A-Z a-z 0-9 - _ .] are stripped, along with the pattern '..' which in *nix systems represents going up a directory in the filepath. """ ...
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def get_shell_cmd(cmd_object): """ Convert a plumbum cmd to a shell expression """ return ' '.join(cmd_object.formulate(10))
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def get_fast_weights(updates, initialization): """Compute task-specific weights Takes initialization parameters and task-specific weight updates and creates the corresponding, new (fast) weights. Parameters ---------- updates : torch.Tensor Updates proposed for parameters. Sha...
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import shutil def dependency_check(dependency: str) -> bool: """ Checks if a given program is present in the user's $PATH :param dependency: String of program name :return: True if program is in $PATH, False if not """ check = shutil.which(dependency) if check is not None: return T...
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def avg(ts): """Calculates the average of the timeseries. Args: ts: A timeseries list of [time, value]. Returns: Average of the timeseries. """ return sum([float(v[1]) for v in ts]) / len(ts)
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def client_superuser(client, admin): """Provides a client with a logged in superuser. """ client.force_login(admin) return client
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import csv def read_path2port_map(filename): """ Reads csv file containing two columns: column1 is path name, column2 is port number :param filename: :return: dictionary with port as key and path as value """ res = {} with open(filename, 'r') as csvfile: reader = csv.reader(c...
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def parse_player(player): """Parse an input string for the first player Args: player (string): String to be parsed (eg, X) Returns: (string/None): The player if valid or None """ if player.lower() == "x": return "X" elif player.lower() == "o": return "O" else:...
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import re def check_operator_spacing_around(code, operator): """Check for correct spacing around the given operator in the line. There should be exactly one space on either side of the given operator. Notice that operators `*` and `&` don't quite follow this rule, since we're okay with `Foo* foo` or ...
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def check_keys(model, pretrained_state_dict): """Validate that the pre-trained model has all the parameters needed by the model""" ckpt_keys = set(pretrained_state_dict.keys()) model_keys = set(model.state_dict().keys()) used_pretrained_keys = model_keys & ckpt_keys unused_pretrained_keys = ckpt_key...
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def standardize(X, mean_ctr=True, with_std=True, axis=-1, copy=True): """ Standardization of data Parameters ---------- X : ndarray Data array mean_ctr : bool Mean-center data with_std : bool Normalize by the standard deviation of the data axis : int ...
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import torch from typing import Union from typing import Callable import warnings def do_activation(input_data: torch.Tensor, activation: Union[str, Callable] = "softmax") -> torch.Tensor: """ This function is used to do activation for inputs. Args: input_data: the input that to be activated, in ...
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def processCEF(assemeblyModelSubstring): """This function parses the substrings of the assembly model string and provides back information on the modularity and planarity.""" assemeblyModelSubstring = assemeblyModelSubstring[1:] nummod = assemeblyModelSubstring.split('X') num = int(nummod[0]) mod = ...
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def prev(space, w_arr): """ Rewind the internal array pointer """ length = w_arr.arraylen() current_idx = min(w_arr.current_idx, length) - 1 if current_idx < 0: return space.w_False w_arr.current_idx = current_idx return w_arr._current(space)
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def get_default_chunksize(length, num_splits): """Creates the most equal chunksize possible based on length and number of splits. Args: length: The integer length to split (number of rows/columns). num_splits: The integer number of splits. Returns: An integer chunksize. """ ...
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def get_flow_info(http_flow): """ Get the TCP, IP and Meta information of the flow. :param http_flow: http flow object :return: tcp (src,dst ports), ip (src, dst addresses) """ return { "TcpSrcPort": http_flow["TCP"].srcport, "TcpDstPort": http_flow["TCP"].dstport, "IpSr...
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def to_dict(_object, **extra_keys): """ A utility to convert an object with attributes to a dictionary with the optional feature of slapping extra_keys. Because extra_keys can be optionally set, it is assumed that any keys that clash will get overwritten. Private methods (anything that starts w...
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def get_rna_types_from(xrefs, name): """ Determine the rna_types as annotated by some database. Parameters ---------- xrefs : iterable The list of xrefs to fitler to extract the rna types from. name : str The name of the database to use. Returns ------- rna_types : ...
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import requests def get_http_status_code(url: str) -> int: """This gets the http status code of a web resource. Parameters ---------- url : string The url which the http status code will try and obtain. Return ------ status_code : int The status code. """ web_requ...
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def filter_company(job): """Filter out company name.""" company_container = job.find('div', attrs={'class': '-name'}) company_name = company_container.get_text().strip() return company_name
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def float_from_sat(amount: int) -> float: """Return the float monetary value equivalent of a satoshi amount.""" return float(amount / 1e8)
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def prepare_dataframe(kraken_translate_report_fp, taxonomic_rank, taxa_levels, taxa_levels_idx): """Return sets for sample IDs and taxonomy strings. Parameters ---------- kraken_translate_report_fp: str filepath to output of "kra...
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def compute_in_degrees(digraph): """ Makes a directed graph digraph (represented as a dictionary) and computes the in-degrees for the nodes in the graph """ nodes = digraph.keys() counts = {x:0 for x in nodes} for key in digraph.keys(): values = digraph[key] for value in valu...
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import time def time_to_epoch(t): """ A simple utility to turn a datetime object into a timestamp :param t: datetime object :return: integer """ return int(time.mktime(t.timetuple()))
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def truncate_directory(directory: str) -> str: """Simple truncation of a given directory path as string.""" if len(directory) > 50: split_directory = directory.split('/') prefix_truncated = '/'.join(directory.split('/')[len(split_directory)-5:]) return '.../' + prefix_truncated else...
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import math def binary_entropy( p ): """Entropy of bernoulli trial""" return - p * math.log( p ) - ( 1 - p ) * math.log( 1 - p )
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def _process_simple(doc, tag, tag_value): """ Generate node for simple types (int, str) @param doc: xml doc @param tag: tag @param tag_value: tag value @return: node """ node = doc.createElement(tag) node.appendChild(doc.createTextNode(str(tag_value))) return node
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def smart_selection(labs, to_select, how='any', val=1): """ Simplify selection of a single or multiple groups in a pandas dataframe. Args: labs (panda dataframe): one-hot-encoded classes membership dataframe with samples as rows and classes as columns. to_s...
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import math def get_Rost_ID_threshold(L, n=0): """ This function returns the Rost sequence identity threshold for a given alignment of length "L". @input: L {int} alignment length parameter {int} N parameter in the curve (if > 0 more strict) @return: {Decimal} """ return...
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def truncate_roi(orig_roi, src_image_size): """ Returns truncated ROI for source and destination images. Crops ROI so that image edges are handled correctly. """ # Set x position of ROI if orig_roi[0] < 0: src_x = 0 dst_x = -orig_roi[0] w = orig_roi[2] + orig_roi[0] e...
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import re def count_string_characters(string): """Count number of characters as displayed in string. "" -> 0 characters "abc" -> 3 characters "aaa\"aaa" -> 7 characters "\x27" -> 1 character """ string = string[1:-1].replace(r'\\', '_').replace(r'\"', '"') regex = r'\\x[0-9a-f]{2}' ...
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def parse_courses(courses): """ Parse information of all courses that are retrieved from Moodle. :param courses: Statements for all courses. :type courses: list(dict(str, int)) :return: A dictionary containing the names and ids of all courses. :rtype: list(dict(str, int)) """ courses = ...
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def _get_shape_str(shape): """Convert image shape to string for filename description """ return '{}_{}'.format(*shape[:2])
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from io import StringIO def print_snapshots(ec2, region): """ Print a list of snapshots :param ec2: The boto3 ec2 client :param region: The region to search in :return: The nicely formatted list of snapshots to print """ snapshots = ec2.describe_snapshots(OwnerIds=['self']) snapshot_li...
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def is_prime(n): """ Return True if n is prime, false otherwise. >>> is_prime(1) False >>> is_prime(2) True >>> is_prime(19) True """ if n == 1: return False i = n - 1 while i > 1: if n % i == 0 or n == 1: return False i -= 1 retu...
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def longestCommonPrefix(*sequences): """ Returns longest common prefix occuring in given sequences Reference: http://boredzo.org/blog/archives/2007-01-06/longest-common-prefix-in-python-2 >>> longestCommonPrefix('foobar', 'fobar') 'fo' """ if len(sequences) == 1: return sequences[0...
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def get_full_date(date): """ Returns a string like 'November 27, 2009' """ return date.strftime("%B %d, %Y")
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def eliminate_prefix(v, u): """ Removes prefix b from the given input word v If v = uw (u=prefix, w=suffix), w = u-1 v Parameters: ----------------------------------- v: str A (sub)word u: str The prefix to remove Returns: ----------------------------------- ...
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def get_hypercube_interpolation_fn(coefficients): """Returns function which does hypercube interpolation. This is only for 2^d lattice aka hypercube. Args: coefficients: coefficients of hypercube ordered according to index of corresponding vertex. Returns: Function which takes d-dimension point...
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def bookValue(firm, date, pdatabase, printWarnings=True, bookUnit=1000000): """ Firm's book value as of latest quarterly earnings report preceding date Relies on naming of pdatabase (compustat) and chronological data for each firm Returns -1 if no data available Returns FLOAT """ bookQuery =...
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def float_range(x, low, high, strong=True): """ Check if x is between low and high values. It works for int and float ranges.""" if strong: result = low <= x <= high else: result = low < x < high return result
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import torch def resolvent(A, B, C, z): """ A: (... N N) B: (... N) C: (... N) z: (... L) returns: (... L) represents C (z - A)^{-1} B """ if A.is_complex() or B.is_complex() or C.is_complex() or z.is_complex(): dtype = torch.cfloat else: dtype = torch.float N =...
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def find_in_list_by_name(some_list: list, name: str): """ Helper created to find ModelField by required name :param some_list: list of objects with name field :param name: name of object to be found :raises ValueError: not found :return: object with required name """ for item in some_li...
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def cmp(a, b): """ Equivalent of python 2 cmp function for python 3 """ return (a > b) - (a < b)
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def str2bool(txt): """ Convert a string to a boolean :param txt: string object :return: boolean """ if txt.lower() in ['1', 'true', 'yes', 'y']: return True elif txt.lower() in ['0', 'false', 'no', 'n']: return False else: raise ValueError("Can't convert \"{}\" t...
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def isChildDir(parent:str, cand:str) -> bool: """ Returns true if parent is an ancestor of cand. """ if cand.startswith(parent) and len(cand) > len(parent): return True return False
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def add_arg(p,*args,**kwds): """Add an argument or option to a parser Given an arbitrary parser instance, adds a new option or argument using the appropriate method call and passing the supplied arguments and keywords. For example, if the parser is an instance of argparse.ArgumentParser, t...
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def x_point_mid(df_agg): """Set the x_point to be mid-way between x_left and x_right""" res = df_agg.assign( x_point=lambda df: (df['x_left'] + df['x_right']) / 2. ) return(res)
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def inner_fidget(*args, **kwargs): """ define a ValidWidget class as an idiomatic inner widget :param args: arguments forwarded to the template :param kwargs: arguments forwarded to the template """ def ret(cls): cls.__is_inner__ = cls.template(*args, **kwargs) return cls ...
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def get_chunk_handlabels(handlabels_list): """ Get all of the Hand-labels from all of the 'labels' tiers from the handlabels_list Parameters ---------- handlabels_list : list List of all Dictionaries containing all of the handlabels for each chunk for one day shape: [chunk_num] -> {'lab...
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def read_embedding_set(args): """ Reads a nodelist with vertices to be embedded. """ vertices = set() with open(args.embed_subset, 'r') as f: for line in f: vertex = int(line.strip()) vertices.add(vertex) return list(vertices)
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def entity_char_to_token(entity, sentence): """Takes Stanza entity and sentence objects and returns the start and end tokens for the entity. The misc value in a stanza sentence object contains a string with additional information, separated by a pipe character. This string contains the start_char and end_char ...
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def sort_key(item): """Case-insensitive sorting.""" return item['name'].lower()
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def smooth_color_func(niter, func): """Version of :func:`smooth_color` that accepts a function. Can be used to pre-calculate a color list outside of a loop. Parameters ---------- niter : int number of iterations func : callable Examples -------- >>> from pwtools import mpl...
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def lazy_reverse_binmap(f, xs): """ Same as lazy_binmap, except the parameters are flipped for the binary function """ return (f(y, x) for x, y in zip(xs, xs[1:]))
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def get_syntax(command, fn, command_prefix): """ Read back the syntax argument provided in a command's wrapper. Return it in a printable format. :param command: Command being called. :param fn: Function which the command is wrapped around. :param command_prefix: Prefix used for commands in chat...
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def nucleotides(data, start, end): """ :param data: list of string of length 50 nucleotides :param start: coordinate 0 index :param end: coordinate 0 index :return: sequence of nucleotide at chr:start-end """ def nucleotide(index): return data[(index // 50) + 1][index % 50].upper() sequ...
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def parse_tlpdb_to_dict(tlpdb_path): """Reads given tlpdb database and creates dict with packages, their dependencies and files """ with open(tlpdb_path, "r") as f: packages = f.read().split("\n\n") pkg_dict = {} for pkg in packages: if not pkg == "": pkg_lines = pkg.sp...
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def floor_pow2(n): """ Find the nearest power of 2 that's <= n """ k = 0 n >>= 1 while n: k += 1 n >>= 1 return k
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def get_channel_names(stream): """ extract channel name from xdf stream :param stream: dictionnary xdf stream to parse :return: list list of channels names """ try: return [ channel_info["label"][0] for channel_info in stream["info"]["desc"][0...
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import sqlite3 def connect_to_db(local=True): """ initialize connection to local sqlite3 """ con = None if local: # Create a SQL connection to our SQLite database con = sqlite3.connect("./db/tableTennisData.db") return con
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def pl2_to_pl(src_dict, scale=1000.): """Convert integral flux of PL2 to prefactor of PL""" index = src_dict['spectral_pars']['Index']['value'] emin = src_dict['spectral_pars']['LowerLimit']['value'] emax = src_dict['spectral_pars']['UpperLimit']['value'] f = src_dict['spectral_pars']['Integral']['v...
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def _compare_cat_hist(b1, b2, h1, h2): """ Compare two categorical histograms and return a overlap score based on RMSE b1 bin edges of hist 1 b2 bin edges of hist 2 h1 histogram values of hist 1 h2 histogram values of hist 2 Return rmse-based overlap score """ cbe = list(set(b1) | s...
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def convert_8_8_to_float(val_1, val_2): """8.8 to float converter""" return val_1 + (val_2 / 256)
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import math def _conv_out_size(input_size, filter_size, stride, padding="VALID"): """ Computes the output size for a given input size after applying a 1D convolution with stride. Args: input_size : integer input size. filter_size : size of 1D filter. stride ...
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def error_message(e, message=None, cause=None): """ Formats exception message + cause :param e: :param message: :param cause: :return: formatted message, includes cause if any is set """ if message is None and cause is None: return None elif message is None: return '%...
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def can_candidate_access(application, email): """ Can candidate access Application Match on the authorized email field on Application model. Do not match on the candidate email field on the Questionnaire model. Parameters ---------- application : Application Application that is pot...
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def extension(path : str) -> str: """Return the extension of the given path""" idx = path.rfind('.') if idx == -1: return '' if idx == 0: return '' return path[idx+1:]
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import re def _clean_sent(sent): """ This preprocessing function takes in a sentence object, grabs just the actual sentence, and runs three regex substitutions to clean up the sentence for querying. """ s = re.sub(r'\s([\.,!?\)\]])', r'\1', sent.get_sentence().lower()) s = re.sub(r'([\(\[]...
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def gene_name_pull(feature): """Attempt to grab gene name, if gene name not found, grab locus_tag instead.""" try: if len(feature.qualifiers['gene']) != 1: print(feature.qualifiers['gene']) assert False return feature.qualifiers['gene'][0] except KeyError: if ...
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from typing import List def _unique(collection: List[str]) -> bool: """ Determine if all elements of a collection are unique. :param collection: The collection :type collection: Iterable :return: `True` if all elements are unique, `False` otherwise :rtype: bool """ return len(set(col...
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def check_keyword(line, keyword): """ Check if the line starts with the keyword Replaces - for _ for backwards compatibility. """ new_line = line.replace("-", "_") return new_line.startswith(keyword)
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def char_tokenizer(string): """ Splits a string into individual character symbols. Args: string (string): The string to be split into characters. Returns: list: The characters of the string. """ return list(string)
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def bisect(a, x, lo=0, hi=None, cmp=lambda e1, e2: e1 < e2): """ a simplified and generalized version of python's bisect package: https://docs.python.org/3.6/library/bisect.html return the index where to insert item x in a list a a must be sorted (in ascending order) the return value i is such that...
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import math def pick(n, k): """ Return the number of ways to select k objects from n objects with order :param n: int :param k: int :return: int >>> pick(1, 0) 1 >>> pick(1, 2) 0 >>> pick(5, 2) 20 """ return math.factorial(n) // math.factorial(n - k) if n >= k else ...
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def getDP(directionPointer: int) -> str: """ Finds the correct direction pointer string :param directionPointer: Input direction pointer :return: direction pointer string """ if directionPointer == 0: return 'r' if directionPointer == 1: return 'd' if directionPointer == ...
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def spark_points_flat(lst, key): """ :param lst: list of dictionary :param key: key value want to flat :return: string flat with ',' """ return ','.join(str(dic[key]) for dic in lst)
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import ast def checker(file_data: str, path: bool = True) -> bool: """Given a python file path/content, check whether the given file is syntactically correct or not Args: file_data: A path object or file content path: True if file path is passed instead of its content Return: Tru...
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import inspect def __get_caller_name(caller_frame): """Gets the name of the caller (fully qualified, if possible). :param caller_frame: A caller's frame. :type caller_frame: :class:`frame` :returns: The name of the caller (:class:`str`). """ caller_name = caller_frame.f_code.co_name if ...
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def is_inside(aabb, point): """ tests if a point is inside an aabb aabb: (x,y,w,h) point: (x,y) """ x,y,w,h = aabb u,v = point return u >= x and u < x+w and \ v >= y and v < y+h
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import re def get_cupy_release_for(chainer_version): """Returns CuPy version required for the given Chainer version.""" m = re.search(r'^v(\d)\.(.+)$', chainer_version) if m is None: raise ValueError(chainer_version) chainer_major = int(m.group(1)) chainer_rest = m.group(2) if chaine...
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