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def rev_wordpiece(str): """wordpiece function used in cbert""" #print(str) if len(str) > 1: for i in range(len(str)-1, 0, -1): if str[i] == '[PAD]': str.remove(str[i]) elif len(str[i]) > 1 and str[i][0]=='#' and str[i][1]=='#': str[i-1] +=...
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import time def sum_of_pow(num): """ Time consuming process """ sum = 0 start = time.time() for i in range(pow(num, num) + 1): sum += i time.sleep(0.01) res = round(time.time() - start, 4), sum return res
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def files_private(self): """files for private repos""" return self.get_org_files(pub_status='private')
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def legend_of_image(square_side, smali_dim): """These lines read the number of character of a class and calculate where it begins and ends inside the image""" image_legend = "" first = True end = 0 for name in smali_dim: if first: end = smali_dim[name] + 1 xe = end % ...
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from typing import List import re def _scan_IDs(text: str, cpf: bool = True) -> List[str]: """ Scan for cpfs (social security IDs) and cnpjs (corporate IDs) in gazette. """ if cpf: regex = re.compile(r"\w{3}\.\w{3}\.\w{3}\-\w{2}") else: regex = re.compile(r"\w{2}\.\w{3}\.\w{3}/...
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def tokenizer(record): """ Tokenizer for inverted index blocking Params: record: (rltk.Record) """ return record.name_tokenized
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def sample_hyperparameter(_distribution, _hyper, rng): """Dummy function to fetch hyperparameters for univariate distribution.""" return round(rng.gamma(1,1), 6)
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def create_finances_table_name(csv_name: str): """ Getting a readable table name from the finances csv Example: EUHWC_-_Expense_Claims_(Responses) expenses :param csv_name: :return: """ # table replacements table_name = csv_name.split("_-_")[1] table_name = table_name.sp...
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def create_default_query(relative): """Get the given paper.""" query = """ select p.id as from_id, p.title as from_title, p.abstract as from_abstract, p.year as from_year, false as from_is_influential, p.citations as from_citations, a.name as from_author from paper p, write w, author a ...
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import re def get_edu_text(text_subtree): """return the text of the given EDU subtree, with '_!'-delimiters removed.""" assert text_subtree.label() == 'text', "text_subtree: {}".format(text_subtree) edu_str = ' '.join(word for word in text_subtree.leaves()) return re.sub('_!(.*?)_!', '\g<1>', edu_str)
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def _get_help_lines(content): """ Return the help text split into lines, but replacing the progname part of the usage line. """ lines = content.splitlines() lines[0] = 'Usage: <progname> ' + ' '.join(lines[0].split()[2:]) return lines
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def bestName(inRow): """ helper function for annotate_best_CDS given a row with 'Label' and 'Locus tag', choose the best annotation choose 'Label' if it's present otherwise choose 'Locus tag' return a string with the best name """ if inRow['Label'] == '': result = inRow['Locus T...
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import os def get_required_files( path: str, valid_formats: list = [".jpg", ".jpeg", ".jp2", ".png", ".bmp", ".tiff", ".tif"], ): """ This function determines number of iteration required. From the give path, it calculates number of images present Right now we support the image formats which a...
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import re def col_types(df): """Decides column types to store for database Arguments: df {pandas dataframe} -- [pandas dataframe] """ cols = df.columns.tolist() floattypes = re.compile(r"^[Ll]atitude$|^LATITUDE$|^[Ll]ongitude$|^LONGITUDE$|^ELEVATION.*?$|^[Ee]levation.*?$|^[A-Za-z]{2,...
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def decomposer(entier, divise_par): """Cette fonction retourne la partie entière et le reste de entier / divise_par""" p_e = entier // divise_par reste = entier % divise_par return p_e, reste
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import torch def shift_image(img, shft_int = 1): """ Shifts the pixels of a grayscale image to the right by shft_int if the shft_int last columns of the tensor have zero entries only (i.e. black). If they cointain any non-zeros, the pixels are shifted to the left by shft_int. Abortion if both ca...
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def parse_dot(d): """ Convert dictionary with dot keys to a hierarchical dictionary """ ks = [(k, v) for k, v in d.items() if '.' in k] for k, v in ks: del d[k] curr = d *fronts, back = k.split('.') for k_ in fronts: curr = curr.setdefault(k_, {}) curr[bac...
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import unicodedata def width_in_terminal(text): """ :param six.text_type text: """ try: return sum(2 if unicodedata.east_asian_width(x) in ('F', 'W', 'A') else 1 for x in text) except UnicodeError: return -1
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from unittest.mock import patch def patch_site_configs(values): """ Helper to mock site configuration values. :param values dict. Use either as `@patch_site_configs(...)` or `with patch_site_configs(...):`. """ return patch.dict('openedx.core.djangoapps.site_configuration.helpers.MOCK_SITE_C...
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def catch_all(): """\ Simply catch all updates. :return: always True """ return True
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import os def getMasterPath(): """Answers the path to read master fonts, whic typically is a user/Fonts/ folder. Default is at the same level as pagebot module.""" return os.path.expanduser("~") + '/Fonts/'
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import itertools def is_clique(old_graph, vertices): """ Tests if vertices induce a clique in the graph Multigraphs are reduced to normal graphs Parameters ---------- graph : networkx.Graph or networkx.MultiGraph graph vertices : list vertices which are tested Retu...
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def str_to_int(s): """ Takes a string provided through user input, which may be hexadecimal or an integer, and converts it to the actual corresponding integer. """ s = s.strip().lower() if s.startswith("$"): return int(s[1:], 16) elif s.startswith("0x"): return int(s[2:], 16) ...
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def z_sort(node, alist): """Return new list sorted in document order (depth-first traversal).""" ordered = [] id_list = list(alist) count = len(id_list) for element in node.iter(): element_id = element.get('id') if element_id is not None and element_id in id_list: id_list...
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def sensor_param(request): """ parametrize a test with sensor parameters """ parameters = request.param print('test parameters') print('Device list : ' + str(parameters.devices)) print('socket list : ' + str(parameters.sockets)) print('one socket result : ' + str(parameters.one_socket_re...
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def _get_arr_same_size_object(same_arr_size_list, size): """ This function, for a given list of ArraysSameSize objects, returns the object that represents arrays of the size passed as argument """ for elem in same_arr_size_list: if elem.size == size: return elem return None
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from typing import OrderedDict import operator def evaluate_threshold_filters(isovar_result, filter_thresholds): """ Helper method used by apply_filters Parameters ---------- isovar_result : IsovarResult filter_thresholds : dict or OrderedDict Every argument is supposed to be somethi...
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from datetime import datetime def datetime_json_parser(json_dict): """Function to convert JSON dictionary objects to datetime when possible. This is required to get datetime objects into the database. Adapted from: https://stackoverflow.com/questions/8793448/how-to-convert-to-a-python-datetime-object-with...
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def _swift_xcrun_args(ctx): """Returns additional arguments that should be passed to xcrun.""" if ctx.fragments.apple.xcode_toolchain: return ["--toolchain", ctx.fragments.apple.xcode_toolchain] return []
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def is_version_compatible(version: dict, expected_version: tuple) -> bool: """ Args: version: Dictionary containing version info. Should have following fields -> 'major', 'minor', 'patch' expected_version: Tuple of 3 elements for ('major', 'minor', 'patch') Returns: ...
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import re def remove_html_tag(source): """ 移除字符串中的HTML格式标签 :param source: :return: """ if source: result = re.sub('<[^>]+>', '', source) return result else: return str()
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import logging def _test_acc_token(client): """ Tests access token by trying to fetch a records basic demographics """ try: demo = client.get_demographics() status = demo.response.get('status') if '200' == status: return True else: logging.warning('get_d...
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def greater(list, pivot): """ Get all numbers greater than the pivot which starts with the first number. It keeps increasing to the current max number. """ answer = [pivot] for i in range(len(list)): curr = list[i] if curr > pivot: answer += [curr] pivot =...
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import os def cacheFindEntry(cache, cameraID, desiredTime): """Search given cache for image from given camera at given timestamp (within 30 seconds) Args: cache (dict): Cache object created by cacheDir() cameraID (str): ID of camera to fetch images from desiredTime (int): unix time of...
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def test_nonlocal(): """ 测试python3 新特性nonlocal :return: """ x = 5 def local_function(): nonlocal x x *= x return x return local_function()
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def data(): """ Setup test data """ return { "id": "mycluster", "tenant": "mytenant", "facts": { "distribution": "rancher", "cloud": "cloudscale", }, "gitRepo": { "url": "ssh://git@git.example.com/cluster-catalogs/mycluster", ...
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def get_column_header(results, row_index): """gets column for a row. The main data from the API is returned as rows of data. The column headers describe the names and types of each column in rows. Args: results: The response returned from the Core Reporting API. row index. """ headers = results.g...
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def nf(stage, fmap_base=8192, fmap_decay=1.7, fmap_max=32, fmap_min: int = 32): """Computes the number of feature map given the current stage. This function is inspired from the following Github repo: https://github.com/tkarras/progressive_growing_of_gans/blob/master/networks.py Arguments: sta...
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def build_help_text(feeds): """ Takes field names and any proved params and makes the help text for the editor """ return " \n" \ "# Enter the body your message then save & quit\n" \ .format(feeds).encode()
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import math def read_result_txt(path_txt, apply_sqrt=True): """ Parse TXT file and returns a list of variance. """ def is_variance_row(line): """ Returns true if the given line is a row of test score. """ return all(char in ".0123456789e+-" for char in line.strip()) ...
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def map_range(value, from_min=0, from_max=1, to_min=0, to_max=1): """ Scale value from Thanks to this SO post: http://stackoverflow.com/a/5295202/2730823 """ return ((to_max-to_min)*(value - from_min) / (from_max - from_min)) + to_min
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def match(line,keyword): """If the first part of line (modulo blanks) matches keyword, returns the end of that line. Otherwise returns None""" line=line.lstrip() length=len(keyword) if line[:length] == keyword: return line[length:] else: return None
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def classify(e): """ :param e: float :rtype: string """ if e > 0.75: return 'high' if e > 0.25: return 'medium' if e >= 0: return 'low'
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def constructBasicJSON(): """ Create basic JSON for operations """ data = {} data['cmd'] = None data['user'] = None data['password'] = None data['auth'] = None data['error'] = [] return data
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def ignore_empty_keys(o: dict): """Removes keys with None-type values from the provided dict. Used for JSON encoding to avoid schema errors due to empty or invalid parameters. """ return {k: v for (k, v) in o if v is not None}
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def get_annotationstatetype(layer_kws): """Get alpha values from the interface APIs.""" # This function gets alpha/transparency values. layer_statetype = layer_kws.get("annotationstatetype", 'precomputed') return layer_statetype
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import re def askStudentEmail(): """ This function asks the user for their email address and validates input using a regex. If the input does not match the specified format, Parameters: ------- email: str Returns: ------- email: str Note: The function wi...
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import sys def only_test_in_python3(func): """A decorator that indicates a test should not execute in python 2. For example, in python 2 repr('a') is "u'a'" instead of "'a'" when from __future__ import unicode is present (which it will be, since 3to2 inserts it for us). This is annoying to work aroun...
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def interface(site_client, attributes, device, network): """ Return an Interface object. Interface is bound to ``device`` with an address assigned from ``network``. """ device_id = device['id'] return site_client.sites(site_client.default_site).interfaces.post( { 'name': 'et...
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def remove_comments(sql: str) -> str: """Remove comments from SQL script.""" # NOTE Does not strip multi-line comments. lines = map(str.strip, sql.split("\n")) return "\n".join(line for line in lines if not line.startswith("--"))
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def getprofile(space): """Return the profiling function set with sys.setprofile. See the profiler chapter in the library manual.""" w_func = space.getexecutioncontext().getprofile() if w_func is not None: return w_func else: return space.w_None
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def skip(instance, action, peek=False, unskip=False): """Returns True if the transition is to be SKIPPED peek - True just checks the value, does not set. unskip - remove skip key (for manual overrides). called with only (instance, action_id), this will set the request variable preventing the ...
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import math def time_str(val): """ Convert perfcounter difference to time string minutes:seconds.milliseconds """ return f"{math.floor(val / 60):02}:{math.floor(val % 60):02}.{math.floor((val % 1) * 100):02}"
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def get_summary_extension(args): """ Get the tags to include in the filename for the created summary. """ ext = '' if args.fl and args.en and (args.ex != '0') and args.ae and (args.aa != 'n'): ext = '-all' else: if args.fl: ext = ext + '-fl' if args.en: ex...
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from typing import Union from typing import Callable from typing import Optional import yaml def load_callable(obj: Union[str, Callable], prefix: Optional[str] = None) -> Callable: """Load a callable from a name, or pass through a callable.""" if callable(obj): pass elif isinstance(obj, str): ...
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def tissue_disease_mapping(): """ Maps tissue types to words associated with cancers of that tissue :return: Tissue / disease term mapping :rtype: dict(str, list(str)) """ return { 'Adrenal': ['adrenal', 'adrenocortical', 'cortical', 'oncocytic', 'myxoid'], 'Bladder': ['bladder'...
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def is_fullname_suffix(s): """ Returns Trus if S is a full name suffix """ return s.upper().strip() in ['JUNIOR', 'SENIOR', 'JR', 'JR.', 'SR', 'SR.', 'DR', 'DR.', 'PHD', "PHD.", "SIR", "ESQ", "ESQ.", "I", "II", "III", "IV", "V", "VI", "1ST", "2ND", "3RD", "4TH", "5TH", "6TH"]
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import pickle def load_pkl(file_path): """Load serialized model with pickle library. Parameters ---------- file_path: str Path to the serialized model. Returns ------- Trained model object. """ with open(file_path, 'rb') as model: clf = pickle.load(model) return ...
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def filtany(entities, **kw): """Filter a set of entities based on method return. Use keyword arguments. Example: filtany(entities, id='123') filtany(entities, name='bart') Multiple filters are 'OR'. """ ret = set() for k,v in kw.items(): for entity in entities: if getattr(entity, k)() ...
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def axis_helper(y_shape, x_shape): """ check which axes the x has been broadcasted Args: y_shape: the shape of result x_shape: the shape of x Return: a tuple refering the axes """ res = [] j = len(x_shape) - 1 for i in range(len(y_shape) - 1, -1, -1): if j...
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def process_output(mask): """task mask as input, compute the target for contrastive loss""" (B, NP, B2, NS) = mask.size() # [B, P, B, N,] target = (mask == 1).float() target.requires_grad = False return target, (B, B2, NS, NP)
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def tag_limit_sibling_ordinal(tag, stop_tag_name): """ Count previous tags of the same name until it reaches a tag name of type stop_tag, then stop counting """ tag_count = 1 for prev_tag in tag.previous_elements: if prev_tag.name == tag.name: tag_count += 1 if prev_t...
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import os def _assemble_datasets(raw_obs, obs_list): """Get my datasets as dictionary keyed on Tier.""" # check for desired datasets only (if any) # if not, walk all over rawobs dir # assume a RAWOBS/TierX/DATASET input structure datasets = {} # get all available tiers in source dir tiers...
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import requests import logging def query_books_api(title): """ Queries the Google Books API to find detailed information about the book with the given title. """ r = requests.get('https://www.googleapis.com/books/v1/volumes', params={ 'q': title }) try: data = r.json()['it...
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import json def serialize_cl_items(items): """Given a working dictionary of checklist items, turn them in to a json list of item dicts sutable for saving""" return json.dumps([x.toJSON() for x in items], indent=1)
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def pixel_2_pytorch_locations(px_location, image_height, image_width): """ Converts the pixel locations in an image to the pytorch coordinate system of [-1, 1] pixel_locations given in [width, height] """ pixel_locations = px_location.clone() pixel_locations[:,0] = pixel_locations[:,0] / (image_...
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import re def original_image_extender(pipeline_index, finder_image_urls, extender_image_urls=[], *args, **kwargs): """ Example: http://media-cache-ec0.pinimg.com/70x/50/9b/bd/509bbd5c6543d473bc2b49befe75f4c6.jpg http:/...
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from typing import Optional def to_camel(string: str) -> Optional[str]: """Convert snake_case to camelCase. This does not strip punctuation or whitespace characters. """ if not isinstance(string, str): return None return ''.join(word.lower() if idx == 0 else word.capit...
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def CopyObj(source,target): """ 拷贝对象属性,排除数据库相关特性 :param source: :param target: :return: 负责完成属性的对象 """ sourcedict = source.__dict__ # 去掉数据库对象 sourcedict.pop('_sa_instance_state') for key in sourcedict: if hasattr(target, key): setattr(target, key, sourcedict[...
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import os def find_hcp_tools(): """ Returns the hcp pipeline tools path defined in the environment. """ try: dir_hcp_tools = os.getenv('HCPPIPEDIR') except: dir_hcp_tools = None return dir_hcp_tools
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def from_question_name(name: str) -> str: """ Generates GIFT text for a question name. Parameters ---------- name : str Name of a question. Returns ------- out: str GIFT-ready question name. """ return f'::{name}::'
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import math def _compute_sphere_overlap(d, r1, r2): """ Compute volume overlap fraction between two spheres of radii ``r1`` and ``r2``, with centers separated by a distance ``d``. Parameters ---------- d : float Distance between centers. r1 : float Radius of the first spher...
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import sympy def solve(a, b, c): """ Determine x valid value(s) for any Quadratic Equation `ax² + bx + c = 0` where a, b, c are known values. Returns a tuple of solutions (x1, x2).""" if a == 0: if b == 0: return (None, None) return (sympy.Rational(-c, b),None) d = b*...
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def analysis_krn(analysis): """ Returns a dictionary of keywords by row. This index can be used to quicky find a keyword by row. 'krn' stands for 'keyword row name'. """ return analysis.get("krn", {})
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def stream_socket_get_name(interp, w_res, remote): """ Retrieve the name of the local or remote sockets""" return w_res.get_name(remote)
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def error_running_file(filename, section, error): """returns a string in log format if a module errors out""" file_error = "ty_error_running_file=%s" % (filename, ) section_error = "ty_error_section=%s" % (section, ) error_message = "ty_error_message=%r" % (error, ) return " ".join([ file_e...
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def qualify_raw_term(term): """Does some qualification on the unprocessed term. """ try: if "__" in term: return False if "--" in term: return False except Exception: return False return True
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def subsample_for_vis(eval_task_ids, tasks_per_template): """Keep only 1 task per template.""" templates_sel = {} res = [] eval_task_ids = sorted(eval_task_ids) # For repro for task_id in eval_task_ids: this_temp = task_id.split(':')[0] if this_temp not in templates_sel: ...
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def CheckEolStyle(input_api, output_api, affected_files): """Verifies the svn:eol-style is set to LF. Canned checks implementation can be found in depot_tools. """ sources = lambda x: affected_files res = input_api.canned_checks.CheckChangeSvnEolStyle( input_api, output_api, sources) return res
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def BuildVisibilityMatrix(Visibility, r_indx, print_enable=False): """To return Visibility matrix element Args: Visibility (array): Visibility Matrix r_indx (images): Index of images print_enable (bool, optional): To print the returning element Returns: TYPE: Element of mat...
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def fragment_retrieval(coll, fields, fragment, case_sensitive = False): """Retrieves a list of all documents from the collection where the fragment appears in any one of the given fields Parameters ---------- coll: generator The collection containing the documents fields: iterable ...
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def platform_parameters(parser): """ K210 platform parameters """ parser.add_argument("--embed_gcc", type=str, default="", help="The Kendryte RISC-V GNU Compiler Toolchain.") parser.add_argument("--ext_tools", type=str, default="./platforms/plugin_k210/k_tools", ...
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def convert_dict_vals_to_str(dictionary): """Convert dictionary to format in uppercase, suitable as env vars.""" return {k.upper(): str(v) for k, v in dictionary.items()}
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import random def random_color(): """ This function chooses a random color for the special stop sign. :return str, the color for the special stop sign """ num = random.choice(range(9)) if num == 0: return "dodgerblue" elif num == 1: return "azure" elif num == 2: ...
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def getifname(sock): """Return interface name of `sock`""" return sock.getsockname()[0]
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from typing import Dict from typing import Set def get_allowed_courses(conflict_graph: Dict[str, Set[str]], already_selected: Set[str], prohibited: Set[str]) -> Set[str]: """ Returns the set of courses in course_df that do not conflict with any course names in already_selected, according to the graph conf...
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import itertools def aggr_events(events_raw): """Aggregates event vector to the list of compact event vectors. Parameters: events_raw -- vector of raw events Returns: events_aggr -- list of compact event vectors ([onset, offset, event]) """ events_aggr = [] s = 0 for bi...
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import os def _create_list_bel_files(bel_path: str) -> list: """Export all BEL files in directory as list. If single file is passed, returns a list with that path.""" if os.path.isdir(bel_path): bel_files = [] for file in os.listdir(bel_path): if file.endswith(".bel"): ...
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def filter_profile_sounds(profile, sounds): """ Returns relative paths to sounds that are the folder specified by the profile. :param profile: Str :param sounds: List of Str :return: List of Str """ if profile: filter_lambda = lambda sound: sound.startswith(profile + "\\") else: ...
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import time def current_timestamp(): """ 当前时间戳,精确到毫秒 :return: """ return int(time.time() * 1000)
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def get_installed_tool_shed_repository( trans, id ): """Get a repository on the Galaxy side from the database via id""" return trans.sa_session.query( trans.model.ToolShedRepository ).get( trans.security.decode_id( id ) )
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import requests def ip_info(): """ Makes a GET request using requests library to http://jsonip.com/ then dumps response :return: """ # Make a request to external API (also try http://www.timeapi.org/utc/now, or any other REST API endpoint) r = requests.get('http://jsonip.com/') return r.t...
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from textwrap import dedent def get_multiwigtrack_text(track_name, parent): """Create a multiWig track. Example track myMultiWig container multiWig aggregate transparentOverlay showSubtrackColorOnUi on type bigWig 0 1000 viewLimits 0:10 maxHeighPixels 100:32:8 track myFir...
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import platform import os def get_user_config_filename(appname): """ Get user config filename. It will return operating system dependent config filename. Parameters ---------- appname : string An application name used for filename Returns ------- string A filenam...
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import json def _GetErrorExtraInfo(error_extra_info): """Serializes the extra info into a json string for logging. Args: error_extra_info: {str: json-serializable}, A json serializable dict of extra info that we want to log with the error. This enables us to write queries that can understand the ...
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def end_game(_game): """ Will show a end game screen and thank the player. Args: _game: Current game state Returns: Returns false to end game loop """ print("Thank you for playing") return False
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def parameter_changed(parameter): """Check whether parameter is in a pre-validation changed state. Args: arcpy.Parameter: Parameter to check. Returns: bool: True if changed, False otherwise. """ return all((parameter.altered, not parameter.hasBeenValidated))
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def reset_encoding(str_): """ :param str_: str; :return: str; """ return str_.replace(u'\u201c', '"').replace(u'\u201d', '"')
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import os def setup_reg_paths(paths: dict, settings: dict) -> tuple[dict, dict]: """ This function sets up the appropriate paths for the CT coregistration module. It gets run even if the module is skipped to ensure all paths are properly stored. """ # Define appropriate directory ct_regis...
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from typing import Set from typing import List from typing import Dict def deduped_actions(actions: Set[str]) -> List[str]: """Return a sorted list of all the unique items in `actions`, ignoring case.""" # First, group all actions by their lowercased values. This lumps "foo" and "FOO" together. unique: D...
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