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def get_list_string(data: list, delim: str = '\t', fmt: str = '{}') -> str: """Converts a 1D data array into a [a0, a1, a2,..., an] formatted string.""" result = "[" first = True for i in data: if not first: result += delim + " " else: first = False resul...
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def _is_int(val): """Check if a value looks like an integet.""" try: return int(val) == float(val) except (ValueError, TypeError): return False
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from typing import Container from typing import List import inspect def get_unannotated_params(func, annotations: Container) -> List[str]: """ Return a list of ``func`` argument names which are not type annotated. ``annotations`` should be a result of get_type_hints call for ``func``. >>> from typing im...
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from typing import List def read_config_list(config_file: str) -> List[str]: """ Reads a file and returns a list with one item per line. """ return_list = [] with open(config_file) as config_list: for line in config_list: return_list.append(line.strip()) return return_list
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def get_shared_prefix(word1: str, word2: str) -> str: """ Get the substring in the beginning of word1 and word2 which both share. Parameters ---------- word1 : str word2 : str Returns ------- shared_prefix : str Examples -------- >>> get_shared_prefix("foo", "bar") ...
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def render_to_log_kwargs(wrapped_logger, method_name, event_dict): """ Render `event_dict` into keyword arguments for :func:`logging.log`. The `event` field is translated into `msg` and the rest of the `event_dict` is added as `extra`. This allows you to defer formatting to :mod:`logging`. .....
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def fixup_cell_names(design): """ Scans Yosys' JSON data structure and replaces cell instance names that contains dots in names with other character. """ # Process modules modules = design["modules"] for mod_name, mod_data in modules.items(): print(mod_name) # Process cells...
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def find_pos(lst, element): """Find position of element in list""" for i in range(len(lst)): if lst[i] == element: return i return None
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def fexists(sftp, path): """os.path.exists for paramiko's SCP object """ try: sftp.stat(path) except IOError: return False else: return True
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def split_by_first_occurence(string, character): """ Split a function by first occurence of a character or a substring, and then strip the results. Like most song names can have artists name seperated with an '&' 'Artist1 & Artist2' For this string, and character = '&',the function would return ...
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import math def poisson_prob(n, _lambda): """The probability of k occurrences of a random variable having poisson distribution with expected value mu :param n: number of occurrences :type n: int :param _lambda: expected value :type _lambda: int :return: probability of k :rtype: float ...
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def reverse( sequence ): """Return the reverse of any sequence """ return sequence[::-1]
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def get_attribute(s, ob): """ Break apart a string `s` and recursively fetch attributes from object `ob`. """ spart = s.partition('.') f = ob for part in spart: if part == '.': continue f = f.__getattribute__(part) return f
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def make_portfolio(df, date_level='date'): """ Make a portfolio of assets by grouping by date and summing all columns. Note: the caller is responsible for making sure the dates line up across assets and handling when they don't. """ return ( df .groupby(level=date_level) ...
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def binarize_images(x): """ Convert images to range 0-1 and binarize them by making 0 the values below 0.1 and 1 the values above 0.1. """ x /= 255 x[x >= 0.1] = 1 x[x < 0.1] = 0 return x
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def getlambda(pixel, lo, hi): #----------------------------------------------------------------------------- """ Small utility to calculate lambda on a line for given position in pixels """ #----------------------------------------------------------------------------- if pixel is None: return 0.5 ...
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def multifilter(filters, result): """ Applies multiple filters to `result` . Returns: list: result, reduced by each filter. """ if not filters: return result for f in filters: result = filter(f, result) return result
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def calc_integration_time(num_groups, frame_time, frames_per_group, num_skips): """Calculates the integration time. Parameters ---------- num_groups : int Groups per integration.] frame_time : float Frame time (in seconds) frames_per_group : int Frames per group -- alway...
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def reshape_axis(ax, axis_size_pix): """reshape axis to the specified size in pixels this will reshape an axis so that the given axis is the specified size in pixels, which we use to make sure that an axis is the same size as (or an integer multiple of) the array we're trying to display. this is to pre...
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def toa_rad_clr(swdn_toa_clr, swup_toa_clr, olr_clr): """Clear-sky TOA downward radiative flux.""" return swdn_toa_clr - swup_toa_clr - olr_clr
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def goal_must_be_positive(cls, value): """Validate that goal is a positive number.""" assert value >= 0, f'goal == {value}, must be >= 0' return value
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def device_extents(devmem): """Find the extents (half open begin and end pointer) of the underlying device memory allocation. NOTE: it always returns the extents of the allocation but the extents of the device memory view that can be a subsection of the entire allocation. """ return devmem.ptr,...
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def decode(obj, encoding='utf-8'): """Decode the bytes of an object to an encoding""" try: return obj.decode(encoding) except (AttributeError, UnicodeDecodeError): return obj
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def freq(mylist, item): """Return the relative frequency of an item of a list. :param mylist: (list) list of elements :param item: (any) an element of the list (or not!) :returns: frequency (float) of item in mylist """ return float(mylist.count(item)) / float(len(mylist))
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from typing import OrderedDict def get_chunks_stats(chunks): """Iterates over chunks and collects info about main features, such as: - labels - classes - tracks Args: chunks (list): Tupls of chunks with video data Returns: OrderedDict: Statistics of chunks """ sta...
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def sysmeta_prefix(resource): """ Returns the system metadata prefix for given resource type. """ if resource == 'object': return 'x-object-sysmeta-swift3-' else: return 'x-container-sysmeta-swift3-'
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def pos2iso6709(lat: float, lon: float, alt: float, crs: str = "WGS_84") -> str: """ convert decimal degrees and alt to iso6709 format. :param float lat: latitude :param float lon: longitude :param float alt: altitude :param float crs: coordinate reference system (default = WGS_84) :return:...
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def split_sents(notes, nlp): """ Split the text in pd.Series into sentences. Parameters ---------- notes: pd.Series series with text nlp: spacy language model Returns ------- notes: pd.DataFrame df with the sentences; a column with the original note index is added ...
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import math def vecteur_norme(vec): """ Retourne la norme d'un vecteur. """ return math.sqrt(vec[0] * vec[0] + vec[1] * vec[1])
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import json def _jsonify_exception(excep): """Given an exception object return json string {"error": str(e)} """ return json.dumps({"error": str(excep)})
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def faceAreaE3(face): """Computes the area of a triangular DCEL face with vertex coordinates given as PointE3 objects. Args: face: A triangular face of a DCEL with vertex .data given by PointE3 objects. Returns: The area of the triangular face. """ p0, p1, p2...
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from typing import OrderedDict def group_events_by_year(events): """ Given a queryset of event objects, returns a sorted dictionary mapping years to event objects. """ years = OrderedDict() for event in events: year = event.start_date.year if year not in years: yea...
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def i18n_representer(dumper, data): """oslo_i18n yaml representer Returns a translated to the default locale string for yaml.safe_dump :param dumper: a SafeDumper instance passed by yaml.safe_dump :param data: a oslo_i18n._message.Message instance """ serializedData = str(data.translation()) ...
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from typing import Iterable def all_equal(iterable: Iterable): """ Utility function for checking if all the elements in an iterable are equal """ if isinstance(iterable, list): return not iterable or iterable.count(iterable[0]) == len(iterable) elif isinstance(iterable, tuple): ret...
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def to_month_only_dob(date): """ Convert dates of birth into month and year of birth starting from 1st of each month for anonymity return blank if not in the right format """ try: date = date.strftime("%Y-%m-01") except ValueError: date = "" except TypeError: date = "...
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def is_set_policy(policy): """ Checks if the current policy action is a set action. """ return 'setIamPolicy' in policy['action'] and not 'metadata' in policy
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import string from typing import Optional from typing import List def normalize_name(character_name: str, allowed_double_names: Optional[List[str]] = None) -> str: """ Ensures consistency for a character's name. For some scripts, "Jaime Lannister" is listed as "Jaime", "JAIME", etc. Parameters -...
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import json def try_to_replace_line_json(line, json_type, new_json, json_prefix=""): """Attempts to replace a JSON declaration if it's on the line. Parameters ---------- line: str A line from a JavaScript code file. It's assumed that, if it declares a JSON, this declaration will only ta...
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def if_statement(printer, ast): """Prints "if (cond) {thenBody} [else {elseBody}]".""" cond_str = printer.ast_to_string(ast["cond"]) then_body_str = printer.ast_to_string(ast["thenBody"]) else_body_str = f'else {printer.ast_to_string(ast["elseBody"])}' if ast.get("elseBody") else '' return f'if ({co...
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def dominate(s1, s2): """ Returns true if S1 dominates S2. S1 dominates S2 if S1 is better (it our case lower) in the two fitness functions """ score1 = s1.get_fitness_score() score2 = s2.get_fitness_score() return False if (score1[0] > score2[0] or score1[1] > score2[1] or (sco...
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def color_to_str(C): """Convert color value to hex string.""" # Scale from [0-1] to [0-255] V = [int(round(c * 255)) for c in C] # Clamp values to [0-255] for i in range(len(V)): V[i] = max(min(V[i], 255), 0) return '#{:02X}{:02X}{:02X}'.format(V[0], V[1], V[2])
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from typing import Dict from typing import Tuple from typing import List def schedule_ordering(schedules_by_cohort: Dict) -> Tuple[List, Dict]: """Assigns a canonical ordering to unique schedules across cohorts. Multiple cohorts may share the same schedule. In order to minimize the size of the assignment...
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def quantify(iterable, pred=bool): """Count how many times the predicate is true.""" return sum(map(pred, iterable))
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def partial_perms_ok(ctx): """ Returns whether the user can use command on self without full permissions. True if user doesn't tag anyone or tags themselves only. """ mentions = ctx.message.mentions return (len(mentions) == 1 and mentions[0] == ctx.author or not bool(mentions))
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import re def _UnixName(name): """Returns the unix_style name for a given lowerCamelCase string. """ # First replace any lowerUpper patterns with lower_Upper. s1 = re.sub('([a-z])([A-Z])', r'\1_\2', name) # Now replace any ACMEWidgets patterns with ACME_Widgets s2 = re.sub('([A-Z]+)([A-Z][a-z])', r'\1_\2'...
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def regroupRDDs(rdd, numGroup=10): """ regroup an rdd using a new key added that is 0-numGtoup-1 :param rdd: input rdd as a (k,v) pairs :param numGroup: number of groups to concatenate to :return: a new rdd in the form of (groupNum, list of (k, v) in that group) pairs """ rdd = rdd.map(lambda k...
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def to_celsius(fahrenheit): """ Accepts degrees Fahrenheit (fahrenheit argument) Returns degrees Celsius """ celsius = (fahrenheit - 32) * 5/9 return celsius
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import re def _re_compile(regex): """Compile a string to regex, I and UNICODE.""" return re.compile(regex, re.I | re.UNICODE)
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import shutil import click def _copy(file, to_dir, message) -> str: """ Copies a file to the given directory. If the file exists, it is overwritten. Returns: The absolute path of the newly copied file. """ newly_created_path = shutil.copy(src=file, dst=to_dir) click.echo(f'{message} ...
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import re def BCA_formula_from_str(BCA_str): """ Get chemical formula string from BCA string Args: BCA_str: BCA ratio string (e.g. 'B3C1A1') """ if len(BCA_str)==6 and BCA_str[:3]=='BCA': # format: BCAxyz. suitable for single-digit integer x,y,z funits = BCA_str[-3:] e...
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def sum_square_difference(n: int) -> int: """ Returns the "sum square difference" of the first n natural numbers. """ square_of_sum = (n*(n+1) // 2)**2 sum_of_squares = n*(n+1)*(2*n+1) // 6 return square_of_sum - sum_of_squares
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import requests import json def _query_ID_converter(ext_id): """ Converts ePMC ext_id into PMID , API description here - https://www.ncbi.nlm.nih.gov/pmc/tools/id-converter-api/ Parameters ---------- ext_id : String ePMC identifier used to retrieve the relevant entry. Format is prefix of...
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from typing import Optional import base64 import binascii import logging def slug_to_int(slug: str) -> Optional[int]: """ Convert the permalink slug back to the integer id. Returns ``None`` if slug is not well-formed. """ byt = slug.encode("utf-8") try: int_bytes = base64.urlsafe_b64de...
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def ensure_exists(path): """ Make sure the given path exists :param path: The path that should be created if not exists :type path: pathlib.PosixPath :return: The existing path :rtype: pathlib.PosixPath """ path.mkdir(parents=True, exist_ok=True) return path
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def osabi_to_string(elf_header): """Convert the EI_OSABI field to a string.""" osabi = elf_header['EI_OSABI'] if osabi == b'\x00': return 'System V' elif osabi == b'\x01': return 'HP-UX' elif osabi == b'\x02': return 'NetBSD' elif osabi == b'\x03': return 'Linux' ...
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def alias(language='en', value=''): """Create and return an alias (dict)""" a = {} if len(value) == 0: a[language] = [{'language': language, 'value': ''}] else: a[language] = [{'language': language, 'value': val} for val in value] return a
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def get_permutations(word): """ Gets the permutations of word recursively :param word: the word to get permutations of :return: a set of all posibble permutations of the word :rtype: set """ # base case if len(word) <= 1: return {word} all_chars_except_last = word[:-1] ...
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def stag_pressure_ratio(M, gamma): """Stagnation pressure / static pressure ratio. Arguments: M (scalar): Mach number [units: dimensionless]. gamma (scalar): Heat capacity ratio [units: dimensionless]. Returns: scalar: the stagnation pressure ratio :math:`p_0 / p` [units: dimension...
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def _listrepr(x): """ Represent a list in a short fashion, for easy representation. """ try: len(x) except TypeError: return None else: return '<%d element%s>' % (len(x), 's'[:len(x) >= 2])
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def decode_extra_distance(bits, dist): """Decode extra bits for a match distance symbol.""" assert dist <= 29 if dist >= 4: extra = (dist - 2) / 2 if extra: ebits = bits.read(extra) dist = 2**(extra+1) + ((dist % 2) * (2**extra)) + ebits dist += 1 return dist
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def decodeXMLName(name): """ Decodes an XML (namespace, name) pair from an ASCII string as encoded by encodeXMLName(). """ def invalid(): raise ValueError("Invalid encoded name: %r" % (name,)) if not name: invalid() if name[0] is "{": index = name.find("}") ...
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def filter_traceback(tb_list): """Given a traceback as a list of strings, looks for common boilerplate and removes it.""" # List of boiler plate pattern to look for, with example before each # The match pattern is just some string that the line needs to contain """ File "asynq/async_task.py", l...
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def ChapmanKolmogorovTest(MSM_object, nsets,memberships=None, error_estimation=False, mlags=2): """ Perform the ChapmanKolmogorov test to validate the MSM""" return MSM_object.cktest(nsets,memberships=memberships,err_est=error_estimation, mlags=mlags)
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def array_is_in_list(array, l): """Checks if an np.array 'array' is in the list 'l'.""" for item in l: if (array == item).all(): return True return False
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def concatenated(lst, element): """ concatenates `element` to `lst` and returns lst """ lst.append(element) return lst
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import random def create_coordinates(n, coordsmin, coordsmax): """ Returns a list of n distinct numbers in the range coordsmin <= c <= coordsmax. min/max should be integers.""" return random.sample(range(coordsmin, coordsmax + 1), n)
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import importlib def conditional_jit(function=None, **kwargs): # noqa: D202 """Use numba's jit decorator if numba is installed. Notes ----- If called without arguments then return wrapped function. @conditional_jit def my_func(): return else called with arg...
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def ConstructNameFilterExpression(requested_name_regexes): """Construct a name filter expression. Args: requested_name_regexes: A list of name regular expressions that can be used to filter the resources by name on the server side. Returns: A string expression suitable for the requested names, or ...
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def construct_absolute_url(url): """Turn a relative URL into an absolute URL""" return "https://www.consumerfinance.gov" + url
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def get_device(module): """return device of module.""" return next(module.parameters()).device
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def get_vars(triple): """Get variables in a triple pattern""" return set([v for k, v in triple.items() if v.startswith('?')])
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def get_loc_from_dict(dct, loc): """ Take a string loc and return a sub-dict corresponding to that loc. i.e. "foo.bar" would return dict['foo']['bar'] empty string returns top-level dict. """ if loc == "": return dict else: locs = loc.split(".") d = dct for ...
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import math def dp( emission1: float, gndaz1: float, emission2: float, gndaz2: float, radar=False, ): """Returns the Parallax/Height Ratio (dp) as detailed in Becker et al.(2015). The input angles are assumed to be in radians. If *radar* is true, then cot() is substituted for tan...
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from typing import List def generate_conclusion(definition: str) -> List[str]: """Generate header file conclusion lines""" return [ '\n', '#ifdef __cplusplus\n', '}\n', '#endif\n', '\n', f'#endif // {definition}\n' ]
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def _tosigfigs(x, num_figs): """Rounds x to the specified number of significant figures.""" num_figs_str = '%d' % num_figs return float(('%.' + num_figs_str + 'g') % x)
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def to_dict(_str, pair_sep=',', kv_sep='='): """ Convert string to dict :param _str: str Example: a=5,b=6,c=abc :param pair_sep: separator for each pair :param kv_sep: separator for key and value :return: dict """ if not isinstance(_str, str): raise TypeError ...
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import csv def file_to_dicts_lists(file_path): """Function make list of dictionaries with quotes from given file Args: file_path (str): Path to file with qoutes Returns: list: List with dictionaries with qoutes """ with open(file_path, "r") as f: dicts_list = [] r...
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def progessbar(new, tot): """Builds progressbar Args: new: current progress tot: total length of the download Returns: progressbar as a string of length 20 """ length = 20 progress = int(round(length * new / float(tot))) percent = round(new/float(tot) * 100.0, 1) ...
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def clean_string(input_str: str) -> str: """Format a string by removing invisible caracters and trailing spaces Args: input_str (str): input string Returns: str: trimed and cleaned string """ return ''.join(c for c in input_str if c.isprintable()).strip(" ")
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def bbox_from_planet_feature(planet_feature): """Extract the tile footprint from a planet feature Args: planet_feature (dict): planet feature to extract bbox from Returns: list: coords of the feature's bbox """ # it's a geojson polygon, so drill in coords = planet_feature['geo...
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import math import random def random_dna(length, a=0.25, c=0.25, g=0.25, t=0.25): """ Generates random nucleotide sequence. Parameters ---------- + length `int` nucleotide sequence + a= `float` probability of A + c= `float` probability of C + g= `float` probability of G + t= `float` probability of T """ ...
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def dec2bin(d, nb=8): """ Convert dec to binary """ if d == 0: return "0".zfill(nb) if d < 0: d += 1 << nb b = "" while d != 0: d, r = divmod(d, 2) b = "01"[r] + b return b.zfill(nb)
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def avg_word_len(input): """Find the average sentence length.""" lens = [len(x) for x in input.split()] return sum(lens) / len(lens)
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def dec2hex(number): """return a decimal number into its hexadecimal form""" return hex(number)[2:]
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def recursiveIndex(nestedList, query): """ Find index of element (first occurrence) in an arbitrarily nested list. Args: nestedList(list): list object to search in query: target element to find Returns: list: Position indices """ for index, element in enumerate(nestedLi...
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def get_color_points(surface, color, bounds_rect=None, match_color=True): """Get all the points of a given color on the surface within the given bounds. If bounds_rect is None the full surface is checked. If match_color is True, all points matching the color are returned, otherwise all points n...
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def to_binary(num, bitsNum): """ Convert a interger to a binary string Args: num: the interger to be converted to binary bitsNum: the number of bits of the binary string Returns: the binary string """ return format(num, '0>'+bitsNum+'b')
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def sentence_from_ids(vocabulary, ids): """ Convenience method, for converting a sequence of ids to words. :param vocabulary: Language, object of the language to use the look up of. :param ids: ids, representations of words. :return: list, containing the ids (int) of the sentence in the same order. ...
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def get_gui_widgets(gui, **kwargs): """ Returns the GUI widget objects specified in kwargs :param gui: (Window) main window gui object containing other widgets :param kwargs: keyword arguments with argument name being the name of the widget (str, widget_name) and argument value an integer specifyin...
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def close(value: float, target: float = 0.0, epsilon: float = 0.001) -> bool: """ returns True is value is within epsilon of target """ if (target - epsilon) <= value <= (target + epsilon): return True return False
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def create_data_string(num_bytes): """ Returns a an array of '1' bytes of size 'num_bytes'. :param num_bytes: Number of desired bytes, must be greater than 0. :type num_bytes int :return: num_bytes <=0 would return an empty binary string. :rtype: bytearray """ if num_bytes <= 0: ...
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def get_symbol_module(sym): """ Get the module name belonging to a symbol """ return sym.namespace.name[0]
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def parse_input(instructions): """Parse the parentheses into floor-change deltas (1, -1).""" instruction_values = {"(": 1, ")": -1} return [instruction_values[char] for char in instructions]
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def get_child_processes(process): """Get all running child processes recursively""" child_processes = set() for p in process.children(recursive=True): child_processes.add(p) return child_processes
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def repeat_interleave(input, repeats, dim=0): """ Repeat and interleave a tensor along a given dimension. The current PyTorch implementation of `repeat_interleave` is slow and there is an open ticket for it: https://github.com/pytorch/pytorch/issues/31980 Args: input (torch.Tensor): Tensor c...
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def cleanup_ip(ip): """ Given ip address string, it cleans it up """ ip = ip.strip().lower() if (ip.startswith('::ffff:')): return ip.replace('::ffff:', '') return ip
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def get_jittering(seed_rng, scale_size, translate_size, rotation_size, img_width): """ This method returns uniform random values for scaling, translation, and rotation in the range given by user. Parameters: ------------- scale_size: float in [0,1] the maximum ratio by w...
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def GetByPath(d, field_list): """Returns the value of a nested field of a dict of dicts.""" for i, f in enumerate(field_list): try: d = d[f] except (KeyError, ValueError): # Re-raise with a more sensible error message. raise KeyError('Can\'t find field %s.' % '.'.join(field_list[:i+1])) ...
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def getMultiMessageAttributeIndex(multiMessageAttr, incomingAttr): """Returns the index of the incoming attribute connection to the given multi attribute.""" connectionList = multiMessageAttr.listConnections(plugs=True) for connection in connectionList: if connection == incomingAttr: ret...
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def is_half(char): """是否半角字符 Examples: >>> is_half(',') True >>> is_half('。') False """ if isinstance(char, str): char = ord(char) return 0x0020 <= char <= 0x007E
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