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def register_endpoints(app): """Register endpoints defined in openapi.yml Additionally register any flask endpoints / blueprints Parameters ---------- app : Connexion A Connexion application instance. """ app.add_api('openapi.yml', strict_validation=True) # Add health check ...
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def is_project_admin_context(context): """Check if this request has admin context with in the project.""" if context.is_admin: return True return False
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def one_byte_xor(hex1, letter): """ Calculates hex1 XOR letter """ result = b"" for char_ in hex1: result += bytes([char_ ^ letter]) return result
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from typing import Union def _get_year_sample_size(cls, kind: str, year: Union[str, int], sample_size): """get sample size for year""" return (cls._get_year_population_size(kind, year) * sample_size).clip(1).round()
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def stopword_ratio(text): """ :type text: Text :param text: The text to be analysed :rtype Dict :returns Returns the ratio of stopwords in the text """ return (len(text.tokens_alphabetic) - len(text.tokens_without_stopwords)) / len(text.tokens_alphabetic)
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def get_last_timestamp(db): """Return the last update timestamp from the database""" return db.execute('SELECT update_time FROM meta_slurm_lastupdate').fetchone()[0]
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import subprocess import json import logging def info(file): """Standard way of calling gdalinfo and returning a python dictionary of metadata""" cmd = ['gdalinfo', '-json', str(file)] result = subprocess.run(cmd, stdout=subprocess.PIPE) try: return json.loads(result.stdout) except Excep...
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def line_parameter_form_from_points(a): """ Parameters of line in parameter form: x = v + t * u, determined from points in a. Only the first and last element of a are used. """ # u = a[0] - a[-1] u = a[-1] - a[0] v = a[0] return u, v
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import re def extract_replies(tweet): """Extract the ids of replied or cited tweets""" if "retweeted_status" in tweet: return None exp = re.compile(r"\/[0-9]{4,}") urls = [url["expanded_url"] for url in tweet["entities"]["urls"]] urls = ' '.join(urls) return exp.findall(urls)
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def get_key(dictionary, keys, i): """ Get a value from a dictionary """ if (len(keys) - 1) == i: return dictionary[keys[i]] else: return get_key(dictionary[keys[i]], keys, i+1)
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def calc_db_cost_v3(db) -> float: """Returns a noise cost for given dB: every 10 dB increase doubles the cost (dB >= 45 & dB <= 75). """ if db <= 44: return 0.0 db_cost = pow(10, (0.3 * db)/10) return round(db_cost / 100, 3)
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def analyse_data(Sigma, loopNum=20): """analyse_data(分析 Sigma 的长度取值) Args: Sigma Sigma的值 loopNum 循环次数 """ # 总方差的集合(总能量值) Sig2 = Sigma**2 SigmaSum = sum(Sig2) eyenum = 0 for i in range(loopNum): SigmaI = sum(Sig2[:i]) # 保留90% if eyenum...
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import inspect import textwrap def body(func_obj): """If a function A calls body(), the call returns the Python source code of the function definition body (not including the signature) of A. """ if func_obj is None: return None code = inspect.getsource(func_obj) # Remove function sign...
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def read_chrom_sizes(chrom_sizes): """Read chrom.sizes file.""" ret = {} f = open(chrom_sizes, "r") for line in f: ld = line.rstrip().split("\t") ret[ld[0]] = int(ld[1]) f.close() return ret
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def set_domain_at_host(domains_host, i): """ Choose the right domain out of domains_host. If i < len(domains_host) then it is the i-th element otherwise it is the last element in the list. """ if type(domains_host) == list: j = i if i < len(domains_host) else len(domains_host)-1 doma...
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def serializeRegressor(tree): """ Convert a sklearn.tree.DecisionTreeRegressor into a JSON-compatible format """ LEAF_ATTRIBUTES = ['children_left', 'children_right', 'threshold', 'value', 'feature', 'impurity', 'weighted_n_node_samples'] TREE_ATTRIBUTES = ['n_classes_', 'n_features_'...
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def linear_probe(h, i, m): """ Finds a possible next position using linear probing :param h: Computed hash value that has resulted in a collision :param i: Offset :param m: Size of the table :return: The next index to be checked if it is open """ return (h + i) % m
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def find_min_max(ls): """ Question 12.8: Find the min and max of a list simultaneously """ min_num = ls[0] max_num = ls[0] for elt in ls[1:]: if min_num > elt: min_num = elt elif max_num < elt: max_num = elt return min_num, max_num
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import os def getpackagepath(): """ *Get the root path for this python package* *Used in unit testing code* """ moduleDirectory = os.path.dirname(__file__) packagePath = os.path.dirname(__file__) + "/../" return packagePath
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def categorize(contenttype: str): """Return 'cbor', 'json' or 'link-format' if the content type indicates it is that format itself or derived from it.""" media_type, *_ = contenttype.split(';') _, _, subtype = media_type.partition('/') if subtype == 'cbor' or subtype.endswith('+cbor'): ret...
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def checkAstIntegrity(instruction): """ This function check if all ASTs under an Instruction class are still available. """ try: for se in instruction.getSymbolicExpressions(): str(se.getAst()) for x, y in instruction.getLoadAccess(): str(y) for x, y...
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def transform_single_row_info(row, target_mappings): """transform the row info for a single row into a row mapped to target keys""" mapped_row = {} options_for_none = ["None", "NA", "N/A", "?", "#VALUE!"] for key in target_mappings.keys(): mapping_options = target_mappings[key] if len(ma...
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def colrows_to_xy(screen_size, cursor_position): """Convert cursor position to x, y pixel position Args: screen_size (tuple): The screen size (width, height) cursor_position (tuple): The cursor position (row, col) Returns: (tuple): The screen position in pixels (x, y) """ ...
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def numCreator(a,b,c,d): """convert the random numbers into a 4 digit int""" output =0 output += a*1000 output += b*100 output += c*10 output += d output = int(output) return output
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from typing import Optional def irepeat(obj: object, cnt: Optional[int] = None) -> object: """ Yield the object cnt times if specified or infinitely. Notes ----- The Python itertools repeat class implementation. Parameters ---------- obj : object to be repeated. cnt : Opt...
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def max_pairwise_product(numbers): """ max_pairwise_product gets the two biggest numbers and returns the product of them TimeComplexity: O(n) """ biggest = -9999999999999 second_bigest = -9999999999999 for ele in numbers: if ele > biggest: biggest, second_bigest = ele, bi...
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def load_anns(coco): """ Loading annotations """ ann_ids = coco.getAnnIds() anns = coco.loadAnns(ann_ids) # Sorting annotations in ascending order by image IDs anns = sorted(anns, key=lambda x: x['image_id']) return anns
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def task_sort(): """list sorting (C)""" def list_sort(l): l = l[::-1] l.sort() return list_sort, (list(range(1000)), )
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from typing import List import glob def filter_filetype(filetype: str) -> List: """ Filtra según el tipo de archivo indicado. Args: filetype: Tipo de archivo a filtrar (ej: *.png). Returns: Lista de coincidencias según el tipo filtrado. """ return glob.glob(filetype)
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import json def deserializeValue(v): """ Deserialize single value from JSON string format """ try: return json.loads(v) except ValueError: raise ValueError("No JSON object could be decoded from \"%s\"" % v)
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def mean(numbers: list): """Average value """ return float(sum(numbers)) / max(len(numbers), 1)
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def hydrobasins_upstream_ids(fid, df): """Return a list of hydrobasins features located upstream. Parameters ---------- fid : feature id HYBAS_ID of the downstream feature. df : pd.DataFrame Watershed attributes. Returns ------- pd.Series Basins ids including `fid` an...
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import functools def with_header(header=None): """Decorator that adds a section header if there's a any output The decorated function should yield output lines; if there are any the header gets added. """ def wrap(func): @functools.wraps(func) def wrapped(cls, remaining_attrs): ...
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def local_import(name): """ Returns the module *name*. Attributes: name - the name of the module to be imported. Exception: TypeError - if *name* is not a string. ImportError - if there is no module *name* in your namespace. """ if type(name) is not str:...
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import time def timetst(nbsec=0): """ Adds test report :param nbsec: elapsed time before printing a message :return: timetst decorator """ def decor(fct): """ :param fct: function to decorate with time test :return: decorator """ def decfct(): """ :return: d...
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from typing import Optional from typing import Any from typing import Dict def get( *, created_user_pool_id: Optional[str] = None, user_pool_arn: Optional[str] = None, **_: Any, ) -> Dict[str, Any]: """Retrieve the ID of the Cognito User Pool. The User Pool can either be supplied via an ARN o...
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from datetime import datetime import random def get_random_date(): """Returns a date object between a time interval""" start = datetime(2020, 1, 1) end = datetime(2020, 10, 28) random_date = start + (end - start) * random.random() return random_date
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import os import json def get_version_data(): """ get_version_data loads previously live data from disk for examples with your sept application. Plus, not like I'm going to hard code my credentials or anything """ with open(os.path.join(os.path.dirname(__file__), "usage_data.json"), "r") ...
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def convert(s, numRows): """ :type s: str :type numRows: int :rtype: str """ ### find the patterns behind this problem , Time O(n) if not s or numRows == 1: return s ss = '' for i in range(numRows): for j in range(i, len(s), 2 * numRows - 2): if i == 0 or...
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import csv def readFile(file): """ Read the columns from the input files with the chromosome number in it. This is column 1 and 4 in the bed file. It then return the right and left breakpoints. """ with open(file) as inf: reader = csv.reader(inf, delimiter="\t") chrom_right = ...
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def cloudfront_referrer_policy(referrer_policy): """ Property: ReferrerPolicy.ReferrerPolicy """ valid_values = [ "no-referrer", "no-referrer-when-downgrade", "origin", "origin-when-cross-origin", "same-origin", "strict-origin", "strict-origin-when...
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def _break_long_text(text, maximum_length=75): """ Breaks into lines of 75 character maximum length that are terminated by a backslash. """ def next_line(remaining_text): # Returns a line and the remaining text if '\n' in remaining_text and remaining_text.index('\n') < maximum_length:...
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from typing import Union from pathlib import Path def is_relative_to(absolute_path: Union[str, Path], *other) -> bool: """Return True if the given another path is relative to absolute path. Note: Adapted from Python 3.9 """ try: Path(absolute_path).relative_to(*other) return T...
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import os import random def new_log_files(name, redirect_output): """Generate partially randomized filenames for log files. Args: name (str): descriptive string for this log file. redirect_output (bool): True if files should be generated for logging stdout and stderr and false if stdout and stderr ...
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import yaml def get_config(config_file): """ Read CircleCI config YAMLs as dictionaries """ with open(config_file) as fstream: try: return yaml.safe_load(fstream) except yaml.YAMLError as err: print(err)
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from typing import Any def is_iterable(obj: Any) -> bool: """ Return whether an object is iterable or not. :param obj: Any object for check """ try: iter(obj) except TypeError: return False return True
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import os def generate_base_output_dir(model_type, model_config, exp_tag): """ standardise output directory :param model_type: :param model_config: :param exp_tag: :return: output directory """ if 'Mandate' in model_type: type = 'mandates' else: type = 'wearing' ...
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def get_x_y(df): """ Split the dataframe into the features and the target :param df: The data frame :return: X, y - The features and the target respectively """ X = df.drop('isFraud', axis=1) y = df.isFraud return X, y
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def get_child_schema(self): """An optional function which returns the list of child keys that are associated with the parent key `docs` defined in `self.schema`. This API returns an array of JSON objects, with the possible fields shown in the example. Hence the return type is list of lists, because this plugin ret...
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def requirements(): """ Other modules required for kinship: base. """ return ['base']
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from typing import Tuple def calculate_broadcasted_elementwise_result_shape( first: Tuple[int, ...], second: Tuple[int, ...], ) -> Tuple[int, ...]: """Determine the return shape of a broadcasted elementwise operation.""" return tuple(max(a, b) for a, b in zip(first, second))
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import threading def gamethread(func): """Decorator for functions that are Timer game threads. Thread removes self from registry of threads in module state.""" def new_func(*args, **kwargs): state = args[1] state['threads'].pop(threading.current_thread().ident, None) func(*args, **...
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from typing import List from typing import Dict from typing import Any from typing import Tuple from typing import Optional def prepare_outputs_for_categories(records: List[Dict[str, Any]]) -> \ Tuple[List[Dict[str, Optional[Any]]], List[Dict[str, Optional[Any]]]]: """ Prepares human readables and con...
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def findStreams(media, streamtype): """Find streams. Args: media (Show, Movie, Episode): A item where find streams streamtype (str): Possible options [movie, show, episode] # is this correct? Returns: list: of streams """ streams = [] for mediaitem in media: for...
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def tex(text, env=None): """Create html code for any object with a string representation Parameters ---------- text : any Object to be converted to HTML. If the object has a ``.get_html()`` method the result of this method is returned, otherwise ``str(text)``. env : dict Env...
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from copy import copy def wrap_method(cls, method): """ Helper function to help wrap _restler* methods when more than on decorator is used on a model. :param method: method to wrap """ method_name = method.__func__.__name__ method_param = method if hasattr(cls, method_name): orig_...
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def get_raw_title(title): """get raw title""" if title[-2:] == "_0": return title[:-2] return title
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def get_relation_field(model, field_name, reverse=False): """获取模型指定名称的关系字段 Params: model 模型类 field_name 字段名 reverse bool 是否包含反向的关系字段 Returns: field object 字段对象 """ try: field = model._meta.get_field(field_name) if not field.is_relation: r...
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import math def divide_into_subsets(list_of_element, subset_size): """ Given a list of elements, divide into subsets. e.g. divide_into_subsets([1,2,3,4,5], subset_size=2) == [[1, 2], [3, 4], [5]] :param list_of_element: :param subset_size: :return: """ element_gen = (el for el in list_of_...
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from typing import Optional from typing import Dict def env_vars_for_test( sim: Optional[str], toplevel_lang: Optional[str], gpi_interface: Optional[str] ) -> Dict[str, str]: """Prepare the environment variables controlling the test run.""" e = {} if sim is not None: e["SIM"] = sim if topl...
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def prepare_target_name(i): """ Input: { host_os_dict - host OS dict target_os_dict - target OS dict cus - custom meta } Output: { return - return code = 0, if successful > 0, ...
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def parse_str(s): """Try to parse a string to int, then float, then bool, then leave alone""" try: return int(s) except ValueError: try: return float(s) except ValueError: if s.lower() == 'true': return True if s.lower() == 'false':...
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def generate_lambda_key(domain): """Generate the S3 key name for the lambda's zip file. Args: domain (str): Use the domain as part of the key. Returns: (str) """ key = 'dynamodb_autoscale.' + domain + '.zip' return key
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def remove_brace(value): """Remove braces (which indicete capital leters in latex). Args: value (str): string which have ``{``, ``}``. Returns: str (``{``, ``}`` is removed.) Examples: >>> val = "The {CNN}-based ..." >>> remove_brace(val) "The CNN-based ..." ...
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import subprocess import re def getpdfsize(fname): """ returns (size_x, size_y, number_of_pages) """ try: cmd = ['pdfinfo', fname ] out = subprocess.check_output(cmd) except OSError: raise Exception('pdfinfo not found') out = out.decode() # python 3 returns bytes m = r...
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def generate_list_articles(bib): """Description of generate_list_articles From the bib file generates a ReadMe-styled table like: | [Name of the article](Link to the .pdf) | Code's link if available | """ articles = "" for entry in bib: if "title" in entry: if "link" in entry...
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from typing import Union import torch def cam_init2orig(cam, scale: Union[float, torch.Tensor], start_pt: torch.Tensor, N=224): """ Args: cam (bs, 3): (s, tx, ty) scale (bs,): scale = resize_h / orig_h start_pt (bs, 2): (lt_x, lt_y) N (int): hmr_image_size (224) or IMG_SIZE ...
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def find_prefixed_labels(labels, prefix): """Util for filtering and cleaning labels that start with a given prefix. Given a list of labels, find only the specific labels with the given prefix. Args: prefix: String expected to be prefix of relevant labels labels: List of string labels Return: Filt...
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def getAllNormalSamples(): """Return tumor and normal samples""" ignoreSamples = ('TARGET-30-PARKGJ-10A-02D', 'TARGET-50-PAKJGM-11A-01D', 'TARGET-10-PANYYV-10A-01D') sample2chrom = [] with open('/mnt/isilon/diskin_lab/target_pe/target_meta/working/ntStatus') as ...
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def rank(x): """ Return the rank of ``x``. EXAMPLES: We compute the rank of a matrix:: sage: M = MatrixSpace(QQ,3,3) sage: A = M([1,2,3,4,5,6,7,8,9]) sage: rank(A) 2 We compute the rank of an elliptic curve:: sage: E = EllipticCurve([0,0,1,-1,0]) ...
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import os def get_firmware(): """Get user's system firmware. Modules ------- os: "Export all functions from posix" Returns ------- efi, firmware: "Strings containing system firmware type" """ if os.path.isdir('/sys/firmware/efi/efivars'): firmware = 'uefi' ...
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import re def resolve_value(value): """ Convert "1k" to 1 000, "1m" to 1 000 000, etc. """ if value is None: return None tens = dict(k=10e3, m=10e6, b=10e9, t=10e12) value = value.replace(',', '') match = re.match(r'(-?\d+\.?\d*)([kmbt]?)$', value, re.I) if not match: r...
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def pkcs7_pad(inp, block_size): """ Using the PKCS#7 padding scheme, pad <inp> to be a multiple of <block_size> bytes. Ruby's AES encryption pads with this scheme, but pycrypto doesn't support it. Implementation copied from pyaspora: https://github.com/mjnovice/pyaspora/blob/master/pyaspora/dia...
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def stround(x, force_dec=-99): """automatic str(round(x))""" if force_dec != -99: return str(round(x, force_dec)) #else if x < 0.05: force_dec = 4 elif x < 0.5: force_dec = 3 elif x < 2: force_dec = 2 else: force_dec = 0 return str(round(x, force_dec))
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import re def data_preprocessing(data): """ :param data: :return: """ comment = re.sub('[n\{\}\[\]\/?,.;:|\)*~`!^\-_+<>@\#$%&\\\=\(\'\"]', '', data).strip() emoticon_pattern = re.compile("[" u"\U0001F600-\U0001F64F" u"\U0001F3...
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import torch def dr_transformation_cate( y: torch.Tensor, w: torch.Tensor, p: torch.Tensor, mu_0: torch.Tensor, mu_1: torch.Tensor, ) -> torch.Tensor: """ Transforms data to efficient influence function/aipw pseudo-outcome for CATE estimation Parameters ---------- y : array-li...
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import os def url_to_filename(url, directory=None): """Return the last component of the given C{url}. @param url: The URL to get the filename from. @param directory: Optionally a path to prepend to the returned filename. @note: Any trailing slash in the C{url} will be removed """ filename = ...
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from typing import List import sys def get_all_names() -> List[str]: """ get participants names from terminal input """ names: List[str] = [] print("\nEnter all participants one by one (press C-D to stop)") while True: try: tmp = input(">> ") names.append(tmp) ...
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def build_category_filters(): """ Generate category_filters because easier.""" category_filters = {} for name, condition in (("1v1", "= 1",), ("2v2", "= 2",), ("team", "> 1",)): category_filters[ "All {}".format(name) ] = "AND game_type = 0 AND team_size {}".format(condition) ...
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import bisect def sub_interval(start, end, array): """ 寻找满足区间[start, end]的array值 Args: start (int): 区间左侧 end (int): 区间右侧 array (list): 有序数组 >>> array = [0,1,3, 4, 5, 6, 8] >>> rst = sub_interval(2, 5, array) >>> print array[rst[0]: rst[1]] """ i = bisect.b...
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def create_adjusted_coefficients(targets): """ Create a dictionary of "adjusted-coefficient" elements (as XML text) for the given targets, where the key is the year and the value is the text for all elements starting at that year. """ template = '<adjusted-coefficient year="{year}">{coefficient}</ad...
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def link_to_url(link): """ >>> from scrapy.link import Link >>> link_to_url(Link("http://example.com/?foo=bar")) 'http://example.com/?foo=bar' >>> link_to_url(Link("http://example.com/?foo=bar", fragment="id1")) 'http://example.com/?foo=bar#id1' >>> link_to_url(Link("http://example.com/?foo=...
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import subprocess def turn_off(logger) -> bool: """Turn off mumble client via command line :param logger: For logging purpose :return: True if mumble client successfully turned off, else False """ kill_intercom = "tmux kill-sess -t intercom" logger.info("Turning off rpi_in Mumble CLI client....
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import torch def to_onehot(values, max): """ Args: values: dim batch_size max: Returns: """ return torch.zeros(values.size(0), max).type_as(values).scatter_(1, values, 1).to(torch.float)
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def results_dd_max_percentage(results_list, collection_dictionary, max_percentage): """Find the max_percentage maximums in the Density Distribution results. This function returns a list of max points in the density distribution based on a percentage. For example, if the percentage is 60% then only the valu...
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def averager(): """Returns a function that returns the average of the values \ that have been passed to it as arguments in all previous calls. """ avg = 0 called = 0 def avg_counter(num=None): nonlocal avg,called if num: avg = avg * called + num call...
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def getDMDir(strPathScene): """ Return directory containing cloud masks mask bsqs in this dir are named DM_yyyy.mm.dd_X.bsq """ return strPathScene + r'envi_aux\Images'
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def get_sub_frame(df_in, cond_dict): """Returns the sub frame for which the conditions cond_dict hold True. """ curr_keys = cond_dict.keys() df_curr = df_in for key in curr_keys: df_curr = df_curr[df_curr[key]==cond_dict[key]] return df_curr
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def zeroPrepender(source, length): """ Append extra zeros to a source number based on the specified length """ if (not source and source != 0) or not length: return None result = str(source) if len(result) >= length: return result for i in range(length - len(result)): ...
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def check_radio_bulk_go(radiourls, radioversion): """ Replace radio version and URLs, and keep going. :param radiourls: Radio URLs to check. :type radiourls: list(str) :param radioversion: Radio version. :type radioversion: str """ rad2 = input("RADIO VERSION: ") radiourls = [url.r...
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def bounds_elementwise(lst): """Given a non-empty list, returns (mins, maxes) each of which is the same length as the list items. >>> bounds_elementwise([[0,6,0], [5,0,7]]) ([0,0,0], [5,6,7]) """ indices = list(range(len(lst[0]))) mins = [min(el[i] for el in lst) for i in indices] maxes...
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import inspect def _pred(aclass): """ :param aclass :return: boolean """ isaclass = inspect.isclass(aclass) return isaclass and aclass.__module__ == _pred.__module__
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import os from pathlib import Path def get_mpivars_path(): """Get path to the mpivars script""" env = os.environ.copy() if 'I_MPI_ROOT' not in env: raise EnvironmentError('I_MPI_ROOT not found in the system environment') mpi_roots = [Path(mpi_root) for mpi_root in env['I_MPI_ROOT'].split(os.p...
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def sort_list(list): """Sort the values of a nested list""" sorted_list = [] for row in range(len(list)): new_row = sorted(list[row]) sorted_list.append(new_row) return sorted_list
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def get_remome_centre_sequence_genes( r ): """Returns a set of ensembl ids""" return set( s.centre_sequence.gene_id for s in r.get_aligned_sequences() )
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from typing import Counter def get_probs(occurrences): """ Computes conditional probabilities based on frequency of co-occurrences Parameters ---------- occurrences: occurences[x][y] number of times with (X=x and Y=y) Returns ------- probs : probs[x][y] = Pr(Y=y | X=x) reverse_pr...
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import requests def check_corp_network(): """ check_corp_network() Check to see if machine is on the corp net """ # NOTE: update interal.com to an internal website/ip return requests.get("http://internal.com").status_code == requests.codes.ok
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import os def getDirsMkvs(sourceFile): """ Returns a list of directories, within the current directory, that contain 'sourceFile'. """ lsdir = os.listdir('.') dirs = [] for x in lsdir: if os.path.isdir(x): mkvpath = os.path.join(x, sourceFile) if os.path.isf...
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def remove_hex(text): """ Example: "\xe3\x80\x90Hello \xe3\x80\x91 World!" """ res = [] i = 0 while i < len(text): if text[i] == "\\" and i+1 < len(text) and text[i+1] == "x": i += 3 res.append(" ") else: res.append(text[i]) i += 1...
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import os def get_all_folders_in_directory(directory: str): """get all folders inside a directory Args: directory (str): the directory path Returns: list: all folders inside directory """ # print() # print() # print("[def] get_all_folders_in_directory(") # print(" ...
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