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def global_fn(): """ A test global function. """ return 'global_fn'
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import torch def assert_tensors_close(a, b, atol=1e-12, prefix=""): """If tensors have different shapes, different values or a and b are not both tensors, raise a nice Assertion error.""" if a is None and b is None: return True try: if torch.allclose(a, b, atol=atol): return Tr...
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import time def sagemaker_timestamp(): """Return a timestamp with millisecond precision.""" moment = time.time() moment_ms = repr(moment).split(".")[1][:3] return time.strftime("%Y-%m-%d-%H-%M-%S-{}".format(moment_ms), time.gmtime(moment))
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import re def split_by_punct(segment): """Splits str segment by punctuation, filters our empties and spaces.""" return [s for s in re.split(r'\W+', segment) if s and not s.isspace()]
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import re def filename_safe(name: str, lower: bool = False) -> str: """ Perform the necessary replacements in <name> to make it filename safe. Any char that is not a-z, A-Z, 0-9, '_', ' ', or '-' is replaced with '_'. Convert to lowercase, if lower=True. :param lower: If True, apply str.lower() to res...
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from typing import Tuple from typing import Optional def _parse_key_value_pair(arg: str) -> Tuple[Optional[str], str]: """ Parameters ---------- arg : str Arg in the format of "Value" or "Key=Value" Returns ------- key : Optional[str] If key is not specified, None will be t...
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def compute_eigenphase(noisy_ims, lab_uv, xy, wl_mns, window_frac=0.3, ntel=4): """Compute the Fourier transform at 7 discrete positions per pupil, producing 19 positions per splodge. """ return None
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import random def randomget(choices_list, target_attr=None, target_value=None): """ 随机获取某个匹配对象 choices_list: 预期结构为[{}, {}] :param choices_list: :param target_attr: :param target_value: :return: """ if len(choices_list) == 0: return 'no match data' if target_attr and tar...
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def str_to_bool(val: str) -> bool: """Converts a string to a boolean based on its value. :param val: string being converted :return: boolean value expressed in the string :raises: ValueError if the string does not contain a value corresponding to a boolean value """ if isinstance(val, str): ...
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def get_flat1d_size(hist, inc_overflow): """ Returns the appropriate size of the flattend 1d histo """ nbinsx = hist.GetNbinsX() nbinsy = hist.GetNbinsY() nbinsz = hist.GetNbinsZ() return nbinsx*nbinsy*nbinsz if not inc_overflow else hist.GetSize()
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def yes_or_no(): """ The user must answer with Y or N. Returns a bool :return: The answer in boolean format :rtype: bool """ answer = None while answer is None: answer = input().upper() if answer == "Y": answer = True elif answer == "N": answer...
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import re def clean_data(data): """Processes raw tweets to clean text""" #Removing URLs with a regular expression url_pattern = re.compile(r'https?://\S+|www\.\S+') data = url_pattern.sub(r'', data) # Remove mentionings data = re.sub(r'@\w*', '', data) # Remove special chara...
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import functools def require(required): """ Decorator for checking the required values in state. It checks the required attributes in the passed state and stop when any of those is missing. """ def decorator(function): @functools.wraps(function) def wrapper(*args, **kwargs): ...
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def traverse_using(iterator, obj, visitors): """visit the given expression structure using the given iterator of objects. :func:`.visitors.traverse_using` is usually called internally as the result of the :func:`.visitors.traverse` function. :param iterator: an iterable or sequence which will yiel...
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def tree_intersection(t1, t2): """Compare two binary search trees and return a set containing the values that are common to both. args: t1: a BST t2: a BST returns: a set with values common to both trees """ t1_vals = set() def visit_t1(node): if node is None: ...
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def GetNestedAttr(content, nested_attr, default=None): """Get the (nested) attribuite from content. Get the (nested) attribute from the content dict. E.X. content is {key1: {key2: {key3: value3}}, key4: value4} nested_attr = [key1] gets {key2: value2, {key3: value3}} nested_attr = [key1, key2] gets {key3: va...
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import os def get_npm_name(): """Get the appropriate npm executable name. """ return 'npm.cmd' if os.name == 'nt' else 'npm'
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import json def format_json(json_string): """Converts a minified JSON str to a prettified JSON str. Args: json_string (str): A str representing minified JSON. Returns: (str): A str representing prettified JSON. """ parsed = json.loads(json_string) return json.dumps(parsed, in...
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import os def maxima_version(): """ Return Maxima version. Currently this calls a new copy of Maxima. EXAMPLES:: sage: from sage.interfaces.maxima_abstract import maxima_version sage: maxima_version() '5.35.1' """ return os.popen('maxima --version').read().split()[-1...
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def generate_body_sort_script(sort='desc', **params): """生成es权重排序的body数据""" inline = [] for key in params: inline.append("doc['{}'].value * params.{}".format(key, key)) inline = "+".join(inline) body = { "sort": { "_script": { "type": "number", ...
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def wrapped_list(list, which): """ Selects an element from a list, wrapping in either direction. """ if which < 0: ix = len(list) + (which % len(list)) else: ix = which % len(list) return list[ix]
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def get_fakes(infile): """ get list of know pypi fakes """ print('\t2. Creating list of fake pypi packages.') with open(infile, 'r') as inf: return inf.read().replace(" ", "").split(",")
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def sort_data_in_dict(s_id, sarr, earr, start, end): """ Sort the data based on the id and the start and end points (into the sarr and earr dictionaries :param s_id: string, ID of this object (will be used as key) :param sarr: dict, start point list (list of time series data for each ...
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def proper_fractions(n): """ Using Euler's Totient Theorem """ if n < 2: return 0 phi = n i = 2 while i * i <= n: if n % i == 0: phi = phi / i * (i - 1) while n % i == 0: n /= i i += 1 if n > 1: phi = phi...
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def clean_requirement(requirement): """Return only the name portion of a Python Dependency Specification string the name may still be non-normalized """ return ( requirement # the start of any valid version specifier .split("=")[0] .split("<")[0] .split(">")[0] ...
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def deploy_command(deb_package, hostname, username = "pasha"): """Command for start deployment on `target_hosts` of package. Args: deb_package (File): Debian package to install hostname (str): host for installation username (str): SSH user for installation process Returns: ...
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def parameter_values(params, **kwargs): """Return a copy of the parameter list, substituting values from kwargs. Usage example:: params = parameter_values(params, stock='GOOG', days_back=300 ) Any parameters not supplied will keep their original value. """ ...
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def existing_query(query): """ Returns: Query: Written to Sync Gateway with no views. """ query.create_update() return query
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def gf_TC(f, K): """ Return trailing coefficient of ``f``. **Examples** >>> from sympy.polys.domains import ZZ >>> from sympy.polys.galoistools import gf_TC >>> gf_TC([3, 0, 1], ZZ) 1 """ if not f: return K.zero else: return f[-1]
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import re def utc_offset_string_to_seconds(utc_offset: str) -> int: """match a UTC offset in format ±[hh]:[mm], ±[h]:[mm], or ±[hh][mm] and return number of seconds offset""" patterns = ["^([+-]?)(\d{1,2}):(\d{2})$", "^([+-]?)(\d{2})(\d{2})$"] for pattern in patterns: match = re.match(pattern, utc...
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async def insert_embed_field_from_dict(message, embed, field_dict, index): """ Inserts an embed field of the embed of a message from a dictionary with a much more tight function """ if "name" in field_dict and "value" in field_dict and "inline" in field_dict: embed.insert_field_at( ...
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def output_to_IOB2_string(output): """ Convert Stanford NER tags to IOB2 tags. """ iob2_tags = [] names = [] previous_tag = 'O' for _, tup in enumerate(output): name, tag = tup if tag != 'O': tag = 'E' if tag == 'O': iob2_tags.append(tag) ...
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import ipaddress def get_networks(cidrs): """Convert a comma-separated list of CIDRs to a list of networks.""" if not cidrs: return [] return [ipaddress.ip_interface(cidr).network for cidr in cidrs.split(",")]
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import os import unittest def test_otio(): """Discovers and runs tests""" try: # Clear the environment of a preset media linker del os.environ['OTIO_DEFAULT_MEDIA_LINKER'] except KeyError: pass return unittest.TestLoader().discover('tests')
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def is_query_to_be_removed(my_dict, remove_param): """ "unit" : { "in": "query", "description": "Units", "type": "string", "enum": ["C", "F", "K"], "name": "units", "x-queryexample" : "/TemperatureResURI?units=C" } """ if isi...
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def _scale_filters(filters, multiplier, base=8): """Scale the filters accordingly to (multiplier, base).""" round_half_up = int(int(filters) * multiplier / base + 0.5) result = int(round_half_up * base) return max(result, base)
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def get_homogenous(data): """ Keep only homogenous data """ keep = [] for seq in data: label = seq[0].label hom = True for ann in seq: if ann.label != label: hom = False break if hom: keep.append(seq) return...
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import numpy def _s_max_op(cn_array, cn_nodata, result_nodata): """Calculate S_max from the curve number. Parameters: cn_array (numpy.ndarray): curve number array. cn_nodata (float): nodata value for cn_array. result_nodata (float): output nodata value. Return: ndarray of...
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def release_for_relnote(relnote): """ Turn a release note dict into the data needed by GitHub for a release. """ tag = relnote['version'] return { "tag_name": tag, "name": tag, "body": relnote["text"], "draft": False, "prerelease": relnote["prerelease"], }
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import os def create_file_structure(kk=''): """ Is set to create and destroy the filestructure needed to run the program so that the files are not needed in the repo """ folders_large = ('output_dump', 'output_final', 'output'+str(kk)) folders_large += (folders_large[-1] ...
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import os import hashlib def md5_checker(localfile): """Check for different Md5 in CloudFiles vs Local File. If the md5 sum is different, return True else False :param localfile: :return True|False: """ def calc_hash(): """Read the hash. :return data_hash.read(): ""...
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import pytz def localized_datetime(naive_dt, timezone_name='America/Los_Angeles'): """Attaches a timezone to a `naive_dt` """ tz = pytz.timezone(timezone_name) dt = tz.localize(naive_dt) return dt
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def calJIntegral(I1, I2): """ 计算在I定义的区域上I1*I2的积分 :param I1: 偏导数1,可为I关于x或t的偏导 :param I2: 偏导数2可为I关于x或t的偏导 :return: I1 * I2 在I定义区域上的积分 """ I = I1 * I2 Jxx = 0 for i in range(I.shape[0] - 1): for j in range(I.shape[1] - 1): Jxx += (I[i, j] + I[i, j + 1] + I[i ...
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import re def parse_time_window(window): """ Parse the specified time window and return as (float) minutes, or None if invalid """ regexps = { '^(\d+):?$': lambda match: float(match.group(1)) * 60, '^(\d+):(\d+)$': lambda match: float(match.group(1)) * 60 + float(match.group(2)), '^:(\...
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def _preprocess_dom_attrs(attrs): """Strip leading underscore from keys of dict. This hack was used in `webhelpers` library for some attributes, like `class` that cannot be used because it special meaning in Python. """ return { key.rstrip('_'): value for key, value in attrs.ite...
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def sequence(*decorators): """ Helper method which creates a decorator that applies the given sub-decorators. Decorators are applied in reverse order given. @decorator_sequence(dec_1, dec_2, ...) def function(...): ... is equivalent to: @dec_1 @dec_2 ... def function(....
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import re def continuous_pause(sentence: str) -> str: """去除多重断句符号""" return re.sub('[,。,.]{2,}', ',', sentence)
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def get_dim_lengths(X_train, Y_train, Y_test=None): """ packages data dimensions into one object""" if Y_train.ndim == 1: n_outcomes = 1 else: n_outcomes = Y_train.shape[1] n_ftrs = X_train.shape[1] n_obs_trn = Y_train.shape[0] results = [n_ftrs, n_outcomes, n_obs_trn] if Y_...
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def get_array_objects(dict_obj, xml_text): """ Returns all array objects contained in the xml. :param dict_obj: :param xml_text: :return: """ arrays = {} if "array" in xml_text.lower(): for obj in dict_obj.obj.obj: arrays[obj.attrib["o"]] = [] for var in o...
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def treat_age(age): """Age might encounter 'Y' suffix or be a float""" age = str(age) if age.endswith('M'): age = age.rstrip('M') age = float(age) / 12 age = ('%.2f' if age != int(age) else '%d') % age else: age = age.rstrip('Y') if age: # strip all leading 0s...
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def then_by_descending(collection, selector, context): """:yaql:thenByDescending To be used with orderBy or orderByDescending. Uses selector to extract secondary sort key (descending) from the elements of the collection and adds it to the iterator. :signature: collection.thenByDescending(selector)...
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import time def timestamp(): """Returns an integer use for run timestamps.""" return int(time.time() * 1000000)
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def int_or_string(val: str): """ Loads a value from MO into either an int or string value. String is returned if we can't turn it into an int. """ new_s = val.replace(",", "") try: return float(new_s) except ValueError: return val
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from typing import List def add_jupyter_args(run_args: List[str]) -> List[str]: """ Adds `--ip 0.0.0.0` and `--no-browser` options to run args if those are not there yet. Args: run_args: Existing list of run arguments. Returns: Modified list of run arguments. """ run_args...
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def drop_table_sql(name = "small_peptide"): """Generate an SQL statement for droping a table.""" return f"DROP TABLE IF EXISTS {name};"
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import numpy import math def scaling_matrix(factor, origin=None, direction=None): """Return matrix to scale by factor around origin in direction. Point Symmetry: factor = -1.0 """ if origin is None: origin = [0,0,0] o = numpy.array(origin[0:3], dtype=numpy.float64, copy=False) if direction i...
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def regularise_periapse_time(raw, period): """ Change the periapse time so it would be between 0 and the period """ res = raw if res < 0: res += period if res > period: res -= period return res
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def crop_image(img, rect): """ 区域截图,同时返回截取结果 和 截取偏移; Crop image , rect = [x_min, y_min, x_max ,y_max]. """ if isinstance(rect, (list, tuple)): height, width = img.shape[:2] # 获取在图像中的实际有效区域: x_min, y_min, x_max, y_max = [int(i) for i in rect] x_min, y_min = ma...
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def get_redundant_feature_pairs(feature_distance_series, threshold): """ Expects results from a `feature_distances` func. Returns redundant feature pairs, as determined by passed `threshold` for inter-feature measurement. """ return feature_distance_series[ feature_distance...
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def get_forecast_regions(year, get_b_regions=False): """Get valid forecast region ids for a given year. :param year: [String] as YYYY-YY :param get_b_regions: [Bool] Before te rest of norway was th counties, but now they are called B-regions. :return: From email describing ...
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import os def get_azure_config_dir(): """ Returns the user's Azure directory. """ return os.getenv('AZURE_CONFIG_DIR', None) or os.path.expanduser(os.path.join('~', '.azure'))
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def _get_join_indices(left_table, right_table, join_conditions): """Given the join conditions, return the indices of the columns used in the join.""" left_indices = [] right_indices = [] for cond in join_conditions: for join_col_name in (cond.left_operand, cond.right_operand): left...
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import os def get_DMP_dict(wb, context): """get a list of DMP locations""" ws = wb[context] contents = [] for i, row in enumerate(ws.rows): contents.append([]) for j, cell in enumerate(row): contents[-1].append((cell.value, cell.hyperlink,)) header = contents[0] out...
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import pandas def aggregate_auc_qh( auc: pandas.DataFrame, subset_column: str = "data.subset_name", heuristic_column: str = "heuristic.heuristic_name", auc_column: str = "auc_qh", ) -> pandas.DataFrame: """ Aggregate AUC QH. :param auc: The dataframe containing AUC-QH values for e...
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import random def fifty_fifty(): """ Return 0 or 1 with 50% chance for each """ return random.randrange(2)
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def trim(s): """Removes whitespace, carriage returns, and new line characters.""" s = s.strip().replace("\n", "").replace("\r", "") return s
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from pathlib import Path from typing import Optional def default_routing_callback(requested_path: Path) -> Optional[Path]: """ Default callback for requested path routing that maps direcotry paths to directory/index.html ones. """ if '.' not in requested_path.name: return requested_path / 'index.html' else: ...
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import typing def ignored(method: typing.Callable[..., typing.Any], /) -> typing.Callable[..., typing.Any]: """``|decorator|`` Used primarily to ignore and not call a specific method. Used both from the user side and in the source code (in places where you do not need to call the main methods, an...
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def zone_start_stop_json(): """Return a response for /zone/<ID>/start and /zone/<ID>/stop.""" return {"statusCode": 0, "message": "OK"}
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def filter_values(function, dictionary): """Filter ``dictionary`` by its values using ``function``.""" return {k: v for k, v in dictionary.items() if function(v)}
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def intersection(l1, l2): """Return intersection of two lists as a new list:: >>> intersection([1, 2, 3], [2, 3, 4]) [2, 3] >>> intersection([1, 2, 3], [1, 2, 3, 4]) [1, 2, 3] >>> intersection([1, 2, 3], [3, 4]) [3] >>> intersec...
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def initial_variables(densc, epsc, vxc, vyc, divc, tracerc): """Returns the initial variables at t=0""" return densc, epsc, vxc, vyc, divc, tracerc
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import re def remove_html_a_element_for_dingtalk(s): """ Replace <a ..>xx</a> to xx and wrap content with <div></div>. """ patt = '<a.*?>(.+?)</a>' def repl(matchobj): return matchobj.group(1) return re.sub(patt, repl, s)
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import re def dist_info_name(distribution, version): """Get the correct name of the .dist-info folder""" escaped_name = re.sub(r"[^\w\d.]+", "_", distribution, flags=re.UNICODE) escaped_version = re.sub(r"[^\w\d.]+", "_", version, flags=re.UNICODE) return '{}-{}.dist-info'.format(escaped_name, escaped...
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def has_attribute(module_name, attribute_name): """Is this attribute present?""" init_file = '%s/__init__.py' % module_name return any( [attribute_name in init_line for init_line in open(init_file).readlines()] )
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def delete_file_generic(ssh_conn, dest_file_system, dest_file): """Delete a remote file for a Junos device.""" full_file_name = "{}/{}".format(dest_file_system, dest_file) cmd = "rm {}".format(full_file_name) output = ssh_conn._enter_shell() output += ssh_conn.send_command_timing(cmd, strip_command=...
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def lexical_distance(a, b): """ Computes the lexical distance between strings A and B. The "distance" between two strings is given by counting the minimum number of edits needed to transform string A into string B. An edit can be an insertion, deletion, or substitution of a single character, or ...
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import os def has_fork(): """ Does this OS have the `fork` system call? """ return "fork" in os.__dict__
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def repr2(x): """Analogous to repr(), but will suppress 'u' prefix when repr-ing a unicode string.""" s = repr(x) if len(s) >= 2 and s[0] == "u" and (s[1] == "'" or s[1] == '"'): s = s[1:] return s
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def is_currently_on_packet(freshman): """ Helper method for the search command Handles the filtering of results """ for _ in filter(lambda packet: packet["open"], freshman["packets"]): return True return False
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def getEdgesBetweenThem(nodes,edges): """return all edges which are coming from one of the nodes to out of these nodes""" edg = set([]) for (n1,n2) in edges: if (n1 in nodes and n2 in nodes): edg.add((n1,n2)) return edg
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import sys import platform def _checkCPython(sys=sys, platform=platform): """ Checks if this implementation is CPython. This uses C{platform.python_implementation}. This takes C{sys} and C{platform} kwargs that by default use the real modules. You shouldn't care about these -- they are for testi...
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def quadrant(xcoord, ycoord): """ Find the quadrant a pair of coordinates are located in :type xcoord: integer :param xcoord: The x coordinate to find the quadrant for :type ycoord: integer :param ycoord: The y coordinate to find the quadrant for """ xneg = bool(xcoord < 0) yneg =...
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def get_fix_string(input_string: str, length: int): """ Transforms input_string to the string of the size length. Parameters ---------- input_string : str input_string length : int length of output_string, if -1 then output_string is the same as input_string Returns ---...
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def get_elements_of_type(xform, field_type): """ This function returns a list of column names of a specified type """ return [f.get('name') for f in xform.get_survey_elements_of_type(field_type)]
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from typing import Sequence from typing import Tuple from typing import Optional import re def find_token( string: bytes, pos: int, tokens: Sequence[bytes] ) -> Tuple[Optional[bytes], int]: """Find the first occurrence of any of multiple tokens.""" pattern = re.compile(b"|".join(re.escape(token) for token...
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def parse_phrase_strings(phrase_strings): """Parse a phrase string passed from the JS application and return the corresponding sequence texts. """ sequence_texts = list() for phrase_string in phrase_strings: # Split on underscore to remove the unnecessary components, then # restor...
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def get_heatmap_y_sample_sizes(parsed_mutations, sample_sizes): """Get sample size y axis values of heatmap cells. :param parsed_mutations: A dictionary containing multiple merged ``get_parsed_gvf_dir`` return "mutations" values. :type parsed_mutations: dict :param sample_sizes: A dictionary co...
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from typing import Callable import click def masters_option(command: Callable[..., None]) -> Callable[..., None]: """ An option decorator for the number of masters. """ function = click.option( '--masters', type=click.INT, default=1, show_default=True, help='The...
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def cloudfront_public_lookup(session, hostname): """ Lookup cloudfront public domain name which has hostname as the origin. Args: session(Session|None) : Boto3 session used to lookup information in AWS If session is None no lookup is performed hostname: name ...
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def check_queue(queue, config): """ Check length and policy of a single queue :param queue: Queue form rabbit :param config: Desired queue state :return: length of a queue and lists of warnings and errors """ warnings = [] errors = [] length = queue['messages_ready'] if length >...
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def news_dict(cleaned_articles): """ For the cleaned_articles data, extract only the headline and summary. :param cleaned_articles: List of dictionaries, extract only the target information. :return: dictionary of Headlines to Summary. """ temp_dict = {} for i in cleaned_articles: te...
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import logging def _create_list_of_class_names(view, label_field): """Create list of class names from the label field. Args: view (voxel51 view object) - the voxel51 dataset label_field (str) - label field set in config Returns: class_names (list) """ logging.info("Extrac...
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def extend_file_data(data): """ Extend file data """ ext_data = [] for b in data: ext_data.extend([b] + [0] * 15) return bytes(ext_data)
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import torch def _get_triplet_mask(labels, device): """Return a 3D mask where mask[a, p, n] is True iff the triplet (a, p, n) is valid. A triplet (i, j, k) is valid if: - i, j, k are distinct - labels[i] == labels[j] and labels[i] != labels[k] Args: labels: tf.int32 `Tensor` with s...
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from typing import OrderedDict def node_types(): """ Returns dictionary that provides a mapping between tpDcc object types and DCC specific node types Can be the situation where a tpDcc object maps maps to more than one MFn object None values are ignored. This is because either do not exists or there...
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def _ResolvePortName(args): """Determine port name if one was not specified.""" if args.port_name: return args.port_name if args.protocol == 'HTTPS': return 'https' if args.protocol == 'SSL': return 'ssl' if args.protocol == 'TCP': return 'tcp' return 'http'
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def to_dict_key(k): """Recursively convert lists to tuples. This only looks into lists, which seems to be good enough for testing """ if isinstance(k, list): return tuple(to_dict_key(item) for item in k) else: return k
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import binascii def hex_encode(string): """! @brief Return the hexadecimal representation of the binary data.""" return binascii.hexlify(string)
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def check_row(board, num_rows, num_cols): """check if any 4 are connected horizontally(in 1 row) returns bool""" won = False for row in range(num_rows): for col in range(num_cols - 3): start = board[row][col] if start == " ": continue won =...
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