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def to_ordinal(number): """Return the "ordinal" representation of a number""" assert isinstance(number, int) sr = str(number) # string representation ld = sr[-1] # last digit try: # Second to last digit stld = sr[-2] except IndexError: stld = None if stld != '1'...
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def mutate(codon, alt, index): """ Replace (mutate) a base in a codon with an alternate base. Parameters ---------- codon : str three letter DNA sequence alt : str alternative base index : int index of the alt base in codon (0|1|2). ...
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import functools def vec2int (vec): """Converts `vec`tor to an integer. Each element in `vec` represents a bit in the integer. The bit is `1` if the element is greater than zero, otherwise the bit is `0`. """ return functools.reduce(lambda n, elem: (n << 1) | (elem > 0), vec, 0)
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def sumOfLeftLeaves(self, root): # ! 利用深度优先搜索算法 """ :type root: TreeNode :rtype: int """ self.sum = 0 def depthTral(node): # ! 深度优先遍历 if node: if node.left is not None and node.left.right is None and node.left.left is None: self.sum += node.left.val ...
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def rel_error(deriv, orig): """ Relative Error. Calculating the relative error after approximating the derivative. Parameters: deriv : approximation orig : actual value Returns: Relative Error """ return abs(orig - deriv) / abs(orig)
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import calendar def get_date_label(time): """Returns a nice label for timestamped months-years""" split = [int(x) for x in time.split("-")] return f"{calendar.month_abbr[split[1]]} {str(split[0])}"
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def _modify_payloads(checks, values, clear): """ Set or add payloads to checks. :param checks: list of check instance :param values: list of payloads with keys :param clear: boolean flag if clearing the predefined payloads :return: list of check instance """ for key, payloads in values.i...
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import os def __listdir(directory:str,extensions:list)->list: #list files with specified extensions (filter for tif/png/jpeg etc) """Returns a list of files that match the given extensions . Args: directory (str): [description] extensions (list): [description] ...
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import ntpath import os import subprocess import sys import shutil def compress_corpus_gz(methods, indir, tmpdir): """ compress all files in folder 'indir' using each method Parameters ---------- methods : list of str names of compression executables indir : str folder wi...
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def split(arr, splits=2): """Split given array into `splits` smaller, similar sized arrays""" if len(arr) < splits: raise ValueError("Can't find more splits than array has elements") new_size = int(len(arr) / splits) return ([arr[n * new_size:(n + 1) * new_size] for n in range(splits - 1)] ...
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def float_to_digits_list(number): """Convert a float into a list of digits, without conserving exponant""" # Get rid of scientific-format exponant str_number = str(number) str_number = str_number.split("e")[0] res = [int(ele) for ele in str_number if ele.isdigit()] # Remove trailing 0s in fron...
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def wavelength_RGB(wlen): """ wlen: wavelength in nm needs single value, np.array fails returns: (R,G,B) triplet of integers (0-255) Credits: Dan Bruton http://www.physics.sfasu.edu/astro/color.html""" # first pass at an RGB mix if 380 <= wlen and wlen < 440: ...
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def getListOfFileListsWithIdenticalHashes(files, justPropagateExistingHashes): """Get list of file lists where each inner list is a list of files with identical hashes. """ # If we have no files at all we return an empty list. if len(files) == 0: return [] # If we have just one file (for th...
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def make_cmd_invocation(invocation, args, kwargs): """ >>> make_cmd_invocation('path/program', ['arg1', 'arg2'], {'darg': 4}) ['./giotto-cmd', '/path/program/arg1/arg2/', '--darg=4'] """ if not invocation.endswith('/'): invocation += '/' if not invocation.startswith('/'): invocat...
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def Sparkline(values): """Returns an unicode sparkline representing values.""" unicode_values = '▁▂▃▄▅▆▇█' if not values: return '' elif len(values) == 1: # Special case a single value to always return the middle value instead of # the smallest one, which would always be the case otherwise retur...
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def f_call_1_1_1_kwds(a, /, b, *, c, **kwds): """ >>> f_call_1_1_1_kwds(1,2,c=3) (1, 2, 3, {}) >>> f_call_1_1_1_kwds(1,2,c=3,d=4,e=5) == (1, 2, 3, {'d': 4, 'e': 5}) True """ return (a,b,c,kwds)
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def get_required_availability_type_modules(scenario_id, c): """ :param scenario_id: user-specified scenario ID :param c: database cursor :return: List of the required capacity type submodules Get the required availability type submodules based on the database inputs for the specified scenario_i...
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import torch def ipca_transform(dataloader, components): """ Transform data using incremental PCA. RH 2020 Args: dataloader (torch.utils.data.DataLoader): Data to be decomposed. components (torch.Tensor or np.ndarray): The components of the decomposition. ...
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def _size_in_blocks(size, block_size): """Return the size in terms of data blocks""" return int((size + block_size - 1) / block_size)
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def _position_is_valid(position): """ Checks if given position is a valid. To consider a position as valid, it must be a two-elements tuple, containing values from 0 to 2. Examples of valid positions: (0,0), (1,0) Examples of invalid positions: (0,0,1), (9,8), False :param position: Two-element...
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import math def number2degree(number): """ convert radius into degree Keyword arguments: number -- radius return degree """ return number * 180 / math.pi
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def generate_numbers(partitions): """Return a list of numbers ranging from [1, partitions].""" return list(range(1, partitions + 1))
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def locate (transaction, sql, cursor) : """Locates an intersection using the nearest location lookup function in the posgresql geospatial database containing the intersection data. Takes a preset location specifier and a postgresql cursor linking to the database""" result = { } cursor.execute (sql, t...
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import os def check_for_ct(orthanc_id: str) -> bool: """ Checks to see if a study from orthanc is a CT scan or not by seeing if there are multiple slices in the dicomdir Args: orthanc_id (str): the study id of the study from orthanc Returns: :bool: a boolean of whether or not it i...
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def _optimal_SVHT_coef_sigma_unknown(beta): """Implement Equation (5).""" return 0.56 * beta**3 - 0.95 * beta**2 + 1.82 * beta + 1.43
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def yes_or_no(question): """Creates y/n question with handling invalid inputs within console :param question: required question string :type question: String :return: True or False for the input :rtype: bool """ while "the answer is invalid": reply = str(input(question + " (y/n): ")...
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def evaluate_ser_errors(entities, outputs): """ # For queries that the ser gets incorrect, group them into different types :param entities: In the form [(5, 6, 'number')], list of entities for each query :param outputs: PARSED mallard/duckling responses :return: """ missed_entity_indices = [...
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from datetime import datetime import pytz def date_block_key_fn(block): """ If the block's date is None, return the maximum datetime in order to force it to the end of the list of displayed blocks. """ return block.date or datetime.max.replace(tzinfo=pytz.UTC)
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import os def is_valid_db_location(database): """Validate permissions for a database""" return os.access(os.path.dirname(os.path.abspath(database)), os.W_OK)
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def refine_get_context_template(original): """ Refines ``ape.helpers.get_context_template`` and append postgres-specific context keys. :param original: :return: """ def get_context(): context = original() context.update({ 'DB_HOST': '', 'DB_PASSWORD': ''...
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def read(f, size=1): """ 读文件,在遇到 EOF 时抛出 EOFError 判断的依据用 b'' """ data = f.read(size) if data == b'': raise EOFError else: return data
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def extract_entities(input_data_tokens, entity_dict): """Extracts valid entities present in the input query. Parses the tokenized input list to find valid entity values, based on the given entity dataset. Args: input_data_tokens: A list of string tokens, without any punctuation, ba...
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def truncateToPROMOTER(strand, exons, ups_bp, down_bp): """ Truncates the gene to only target promoter +-bp TSS """ if strand == "+": first_exon = exons[0] first_exon[2] = first_exon[1] + down_bp first_exon[1] = first_exon[1] - ups_bp return [first_exon] else: first_...
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from functools import reduce def import_object(import_name): """Import the named object and return it. The name should be formatted as package.module:obj. """ module_name, expr = import_name.split(':', 1) mod = __import__(module_name) mod = reduce(getattr, module_name.split('.')[1:], mod) ...
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from typing import Tuple from typing import Any def createResolutionCallbackFromEnv(lookup_base): """ Creates a resolution callback that will look up qualified names in an environment, starting with `lookup_base` for the base of any qualified names, then proceeding down the lookup chain with the resol...
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import math def spiral(radius, step, resolution=.1, angle=0.0, start=0.0, direction=-1): """ Generate points on a spiral. Original source: https://gist.github.com/eliatlarge/d3d4cb8ba8f868bf640c3f6b1c6f30fd Parameters ---------- radius : float maximum radius of the spiral from th...
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def us_census_formatter(data): """Formatter for US Census. Arguments: data(pandas.DataFrame): Data as returned by us_census_connector. Description: - Drop unnecessary columns and set index to county - Make column values more readable Returns: pandas.DataFrame """ ...
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import argparse def getarg(): """ read time period and station name from argument(std input) specHr.py -b 2071231 -e 20180101 -s PM2.5 -a plot -t wanli,xianxi,puzi,xiaogang """ ap = argparse.ArgumentParser() ap.add_argument("-t", "--STNAM", required=True, type=str, help="station name,sep by ,") ap.add_argum...
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def hash_combine_zmw(zmw): """ Generate a unique hash for a ZMW, for use in downsampling filter. """ mask = 0xFFFF upper = (zmw >> 16) & mask lower = zmw & mask result = 0 result ^= upper + 0x9e3779b9 + (result << 6) + (result >> 2) result ^= lower + 0x9e3779b9 + (result << 6) + (res...
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def RecMult(num_1, num_2): """ Takes in two nonnegative numbers and return the multiplication result of the two numbers without using the multiplication operator * Examples: >>> RecMult(0,500) 0 >>> RecMult(500,0) 0 >>> RecMult(1,500) 500 >>> RecMult(...
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def csv_list(csv_str): """ Parser function to turn a string of comma-separated values into a list. """ return [int(i) for i in csv_str.split(",")]
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def read_config_file(fname): """ Reads the config file in and outputs a dictionary for the program to run through. """ d = {} with open(fname, 'r') as ptr: for line in ptr: splitline = line.split() key = splitline[0] value = ' '.join(splitline[1:]) ...
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def connectable(cls: type) -> type: """ Decorator for connectable types """ cls.__connectable__ = True return cls
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def cp_max_calc(Ma): """ Calculates the maximum pressure coefficient for modified Newtonian flow Inputs: Ma: Free stream mach number Outputs: CpMax: Maximum pressure coefficient """ k = 1.4 PO2_pinf = (((k+1)**2 * Ma**2)/(4*k*Ma**2 - 2*(k-1)))**(k/(1-k)) * \ ...
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def safe_decode(txt): """Return decoded text if it's not already bytes.""" try: return txt.decode() except AttributeError: return txt
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def dev(dic,data): """ Development Function (Null Function) """ return dic,data
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def isPermutation(n1, n2): """ Returs if two input numbers are permutation of each other""" if len(str(n1)) != len(str(n2)): return False l1 = list(str(n1)) for i in list(str(n2)): if i not in l1: return False l1.pop(l1.index(i)) if len(l1) == 0: return True else: return False
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def get_access_dependant_object(model_name, obj): """If the given object depends on another object for access, return the object that it depends on.""" if model_name in ["PostgresDatastore", "AzureDatastore", "OneDriveDatastore", "GoogleDriveDatastore", "DropboxDatastore", "GoogleCloudStor...
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import os def clean_path(path): """ Return a clean, absolute path. """ return os.path.abspath(os.path.normpath(path))
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import yaml import jinja2 def parse_meta_yaml(filename): """Parse a conda build meta.yaml file, including jinja2 variables """ with open(filename, "r") as fobj: raw = fobj.read() return yaml.load(jinja2.Template(raw).render(), Loader=yaml.BaseLoader)
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def fromHex( h ): """Convert a hex string into a int""" return int(h,16)
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import json import requests def groupRemove(apikey,groupid): """ Removes the group and moves all containers to group 0 (ungrouped) apikey: Your ApiKey from FileCrypt groupid: the group ID(!) you want to delete """ data={"api_key":apikey,"fn":"group","sub":"remove","id":str(groupid)} return json.loads(requests....
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def get_lane_list(lane_object, scale_x, scale_y): """Scale lane by x ratio and y ratio. :param lane_object: source lanes :type lane_object: dict :param scale_x: scale at x coordiante :type scale_x: float :param scale_y: scale at y coordiante :type scale_y: float :return: list of points ...
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from typing import List def inner(v: List[float], w: List[float]) -> float: """ Computes the inner product of two vectors. Args: v: The first vector. w: The second vector. Returns: The inner product. """ output: float = sum([i * j for i, j in zip(v, w)]) return ou...
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def insert_doc(repset, args_array): """Function: insert_doc Description: Stub holder for mongo_db_data.insert_doc function. Arguments: (input) repset -> Replication set instance. (input) args_array -> Array of command line options and values. """ status = True if repset a...
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import urllib.request import shutil import os import sys def get_state_dict(version="human_v1", verbose=True): """ Download a pre-trained model if not already exists on local device. :param version: Version of trained model to download [default: human_1] :type version: str :param verbose: Print m...
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def display_plan(plan): """Print out the payment plan name and details from stripe API plan object""" return (f"{plan.metadata.display_name} - ${plan.amount / 100:.2f} " f"USD per {plan.interval}")
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def r_sum_calc(im, x_f, y_f): """ x × y ピクセルのr値の合計を求める関数 """ r_sum_f = 0 for i in range(x_f): for j in range(y_f): r, g, b = im.getpixel((i, j)) r_sum_f = r_sum_f + r return r_sum_f
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import requests def tell_joke(): """ Tell a joke to ease the PR tension! """ response = requests.get( "https://official-joke-api.appspot.com/jokes/programming/random" ) if response.status_code == 200: joke = response.json()[0] return "> %s\n *%s*\n😄️" % (joke["setup"],...
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import itertools def _str_eval_append(eval, act, ctxt, *xs) : """Treats the args as lists and appends them.""" return itertools.chain.from_iterable(xs)
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def world_coords_to_image_cad60(coords_3d): """ Formula given by Cornell 60 Dataset which seems to be wrong for a 640*480 image. :param coords_3d: :return: """ u = 0.0976862095248 * coords_3d[0] - 0.0006444357104 * coords_3d[1] + 0.0015715946682 * coords_3d[2] \ + 156.8584456124928 v...
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def input_float(prompt=''): """Ask for a human float input. Args: prompt (string): Text to prompt as input. """ # try: # return raw_input(prompt) # except NameError: # return input(prompt) while True: try: float_input = float(input(prompt)) e...
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def gen_random_3(fineness=10): """ For three variables, a Cartesian product enumeration with one condition is equivalent to geometric construction by an equilateral triangle to uniformly sample the composition space (create a uniform grid). """ sqrt3 = 3**(1/2) det = 2*sqrt3 xs = [...
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from typing import Any from pathlib import Path def sanitize_path(v: Any) -> Any: """Sanitize path. Parameters: v : Maybe a Path. If ``v`` is a ``Path`` object, it is converted to a string. Returns: The sanitized object. """ if isinstance(v, Path): return str(v) else:...
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def remove_key(vglist,key): """ Accepts a list of dictionaries (vglist) and a list of keys. Returns a list of dictionaries with each of the specified keys removed for all element of original list. """ new_list = [] for row in vglist: for item in key: row.pop(item,None) new_list.append(row) r...
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def keys_to_camel_case(value): """ Transform keys from snake to camel case (does nothing if no snakes are found) :param value: value to transform :return: transformed value """ def str_to_camel_case(snake_str): components = snake_str.split("_") return components[0] + "".join(x.t...
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def home(): """ Route to the homepage. """ return 'Hello to the homepage!'
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def prune_completions(prefix, all_test_names): """Filter returning only items that will complete the current prefix.""" completions = set() for test_name in all_test_names: if test_name.startswith(prefix): next_break = test_name.find('.', len(prefix) + 1) if next_break >= 0:...
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import click def validate_jaccard(ctx, param, value): """Ensure Jaccard threshold is between 0 and 1""" if value is None: return value try: jaccard = float(value) assert jaccard <= 1 assert jaccard >= 0 return jaccard except (ValueError, AssertionError): ...
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import re import json def _DeviceSpecsToTFCRunTarget(device_specs): """Convert device specs to TFC run target format.""" groups = [] for spec in device_specs: attrs = [] for match in re.finditer(r'([^\s:]+):(\S+)', spec): key = match.group(1) value = match.group(2) attrs.append({'name'...
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def save_v1_timecodes_to_file(filepath, timecodes, videos_fps, default_fps=10 ** 10): """ :param filepath: path of the file for saving :param timecodes: timecodes in format [[start0, end0, fps0], [start1, end1, fps1], ... [start_i, end_i, fps_i]] :param videos_fps: float fps of video :param...
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import logging import sys def _check_handler(h, lev=None, loc=None): """ Check properties of a logging handler. :param logging.StreamHandler | logging.FileHandler h: handler to inspect :param str | int lev: expected handler level :param str | file loc: log output destination :return list[str]...
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def _recursive_walk(obj, func): """ Calls a given method recursively for given objects Parameters ---------- func : string Name of the method / function be called Notes ----- - This function is for internal consumption. """ result = [] for i in list(obj): ...
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def get_circular_polarization_rate(beam): """Used for retrieving data for x-, y- or c-axis of a plot.""" II = (beam.Jss + beam.Jpp) II[II <= 0] = 1. cpr = 2. * beam.Jsp.imag / II cpr[II <= 0] = 0. return cpr
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def get_cigar(gappy_q, gappy_r): """ :param gappy_q: gapped query sequence :param gappy_r: gapped reference sequence :return: returns a tuple, including a list of [operation, length] CIGAR, and the [start,end) 0-based coordinates of the alignment. """ assert len(gappy_q) == len(gappy_r) ...
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def blocks(text): """Split the text into blocks deliminated by a blank line.""" return text.split("\n\n")
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import argparse def parse_cmd(): """ Parses command line flags that control how pinterest will be scraped. Start the script with the '-h' option to read about all the arguments. :returns a namespace populated with the arguments supplied (or default arguments, if given). """ parser = argparse....
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def get_lang_start_ind(doc_wordlens, doc_names): """Takes in a Pandas DataFrame containing the word length histograms for ALL documents, doc_wordlens, and a dictionary that maps each column name (keys) to a string that describes each document (values). Returns a list of each unique language in the doc...
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import configparser def get_signatures(config_parser): """Lists the configured signatures :return: list of signatures """ if not isinstance(config_parser, configparser.ConfigParser): raise TypeError("Wrong arguments given") options = config_parser.sections() return options
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def convert_string(x): """ Convert the string to lower case and strip all non [z-z0-9-_] characters :param str x: the string to convert :return: the converted string :rtype: str """ # we define the things to keep this way, just for clarity and in case we want to add other things. wanted ...
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def string_to_list(s): """ Convert argument string (of potentially a list of values) to a list of strings :param s: str :return: list[str] """ if s is not None: s = [c.strip() for c in s.split(',')] return s
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async def fetch_keywords(soup): """Get the keywords""" if soup.find_all("keywords"): keywords = [term.string.rstrip() for keywords in soup.find_all("keywords") for term in keywords if (term.string.rstrip())] return keywords else: return []
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def restructure_aggregate_data(data_entry): """ Restructures data from aggregate JSON feed Returns:\n restructured data entry """ restructured_data = data_entry['data'][0] data_entry['data'] = restructured_data data_entry['uuid'] = data_entry['data']['*meta-instance-id*'] ret...
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import site import sysconfig def create_pathlist(): """ Create list of Python library paths to be skipped from module reloading and Pdb steps. """ # Get standard installation paths try: paths = sysconfig.get_paths() standard_paths = [paths['stdlib'], p...
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def image_name() -> str: """ This function asks the user the image name """ img_name = input("Image name: ") if img_name == "": img_name = "new_image" return img_name
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def change_text_properties(text): """ :param text: DrawingText :return: """ text_properties = text.text_properties text_properties.font_name = 'SSS1' text_properties.font_size = 3.5 return text
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def _freeze_layers(model): """Freeze layers in the model Args: model: Model """ for layer in model.layers: layer.trainable = False return model
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def normalize_repr(v): """ Return dictionary repr sorted by keys, leave others unchanged >>> normalize_repr({1:2,3:4,5:6,7:8}) '{1: 2, 3: 4, 5: 6, 7: 8}' >>> normalize_repr('foo') "'foo'" """ if isinstance(v, dict): items = [(repr(k), repr(v)) for k, v in list(v.items())] ...
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def polylineAppendCheck(currentVL, nextVL): """Given two polyline vertex lists, append them if needed. Polylines to be appended will have the last coordinate of the first vertex list be the same as the first coordinate of the second vertex list. When appending, we need to eliminate one of these coo...
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def get_teacher_feature(model, batch, _type, device): """ model: teacher model batch: input_ids, input_segment_ids, input_mask if unsup else add label_ids """ if _type == 'unsup': input_ids, segment_ids, input_mask = batch input_ids = input_ids.to(device) segment_ids = segmen...
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from typing import Optional import torch def calc_trace_bwd(k_mn: Optional[torch.Tensor], k_mn_zy: Optional[torch.Tensor], solve2: torch.Tensor, kmm: torch.Tensor, X: Optional[torch.Tensor], t: Optional[int], ...
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def binarySearch(arr, val): """ Searches through an array for search value and returns index Input <--- array & search value Output <--- index of search value if found. If not returns -1 """ if len(arr) < 1: return -1 first, last = 0, len(arr) - 1 while first <= last and first !=...
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def _HasReservation(topic): """Returns whether the topic has a reservation set.""" if topic.reservationConfig is None: return False return bool(topic.reservationConfig.throughputReservation)
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def density_from_pressure(temperature, pressure, RH): """returns atmospheric density, (kg/m3) for a single point given: Pressure (Pascals, multiply mb by 100 to get Pascals) temperature ( deg K) RH (from 0 to 1 as fraction) """ # R = specific gas constant , J/(kg*degK) = 287.05 for dry air R...
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def has_glob_metachar(s): """We also check for backreferences.""" return '*' in s or '?' in s or '[' in s or '(?P=' in s
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def build_srcdict(gta, prop): """Build a dictionary that maps from source name to the value of a source property Parameters ---------- gta : `fermipy.GTAnalysis` The analysis object prop : str The name of the property we are mapping Returns ------- odict : dict ...
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import re def cqlstr(string): """Makes a string safe to use in Cassandra CQL commands Args: string: The string to use in CQL Returns: str: A safe string replacement """ return re.sub('[-:.]', '_', string)
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import os def make_rel_path(path, basedir): """ If a basedir is specified, ignore everything outside of it and drop the basedir prefix from a file path. """ if basedir is not None: if basedir == os.path.commonpath([basedir, path]): return path[len(basedir) + 1:] else: ...
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def _qualname(obj): """Get the fully-qualified name of an object (including module).""" return obj.__module__ + '.' + obj.__qualname__
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import subprocess def get_snap_version(snap, fatal=True): """Determine version for an installed snap. :param package: str Snap name to lookup (ie. in snap list) :param fatal: bool Raise exception if snap not installed :returns: str version of snap installed """ cmd = ['snap', 'list', snap] ...
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