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from pathlib import Path def read_certificate_file(certificate_file: Path) -> str: """Read the contents of the local X.509 certificate file and returns the string :param certificate_file: X.509 client certificate to read :type certificate_file: Path :return: PEM encoded certificate :rtype: str ...
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import math def alpha_inflate(theta, decl): """Compute the ra expansion for a given theta at a given declination Keyword arguments: theta, decl are both in decimal degrees. Return value: alpha -- RA inflation in decimal degrees For a derivation, see MSR TR 2006 52, Section 2.1 h...
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def get_package_json_dict(project: str, score_class: str) -> dict: """Returns the template of package.json :param project: SCORE's name. :param score_class: SCORE's main class name. :return: package.json's contents.(dict) """ package_json_dict = { "version": "0.0.1", "main_modu...
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def env_str_multi() -> tuple[str, ...]: """Specify environment variables within multiple strings for testing.""" return tuple( ( f"AWS_ACCESS_KEY_ID_EXAMPLE=AKIAIOSMULTI{i}EXAMPLE\n" f"AWS_SECRET_ACCESS_KEY_EXAMPLE=wJalrXUtnFEMI/K7MDENG/bPMULTI{i}EXAMPLE\n" f"CSV_VARI...
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def convert_RH_vpa(rh, tmin, tmax): """ calculate vapour pressure from rh tmin/tmax assumes tmean is tmin+tmax/2 as per https://www.weather.gov/media/epz/wxcalc/vaporPressure.pdf :param rh: relative humidity (%, 0-100) :param tmin: min temperature (degrees c) :param tmax: max temperature (degre...
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def reduce_singular(values): """Returns the value in an array of length 1, or the tuple of an array with a longer lengh. Parameters ---------- values: array-like Array to squash Returns ------- values: tuple or single value """ if len(values) == 1: return values...
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def pack_float64(float_num): """ Package 'std_msgs/Float64' message. """ # Place Float into dict data = float_num float_msg = {"data": data} return float_msg
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def is_first_letter(val): """Check if string starts from a letter""" return ord(val[0].lower()) in range(ord('a'), ord('z') + 1)
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def get_cluster_key(obj): """Get the cluster key for a given k8s object""" try: namespace = obj["metadata"]["namespace"] name = obj["metadata"]["labels"]["gateway.dask.org/cluster"] return f"{namespace}.{name}" except KeyError: return None
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def GetSubnetMode(network): """Returns the subnet mode of the input network.""" if network.get('IPv4Range') is not None: return 'LEGACY' elif network.get('autoCreateSubnetworks'): return 'AUTO' else: return 'CUSTOM'
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def compose(f, g): """ :param f: Second function to apply :param g: First function to apply :return: A composition of functions """ return lambda *args, **kwargs: f(g(*args, **kwargs))
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import ast def ast_equivalent(ast1, ast2): """Returns whether ast1 and ast2 are structurally equal ASTs. Two ASTs are considered equivalent if: 1) they are the same type and all their submembers are also equivalent, or 2) they are both expression contexts. Expression contexts are ignored for equivalen...
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import six def to_unicode(value): """ Return the input value as a unicode string. The input value may be and will result in: * None -> None * binary string -> decoded using UTF-8 to unicode string * unicode string -> unchanged * list or tuple with items of any of the above -> list with co...
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def touchforms_error_is_config_error(touchforms_error): """ Returns True if the given TouchformsError is the result of a form configuration error. """ error_type = touchforms_error.response_data.get('error_type', '') return any([s in error_type for s in ( 'XPathTypeMismatchException', ...
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import re def is_alphanumeric(input_string, exact_length=0): """Return True if input is a valid alphanumeric, False otherwise Keyword arguments: input_string -- string value to check exact_length -- strict string length check, if 0, it's omitted (default 0) """ if exact_length > 0 and len(inp...
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def merge_field_into(s1, key, value): """Create a new namedtuple that is a copy of s1 with the key,value replaced.""" dd = {} for k in s1._fields: dd[k] = getattr(s1, k) dd[key] = value return s1.__class__(**dd)
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def _wpad(l, windowsize, stepsize): """ Parameters l - The length of the input array windowsize - the size of each window of samples stepsize - the number of samples to move the window each step Returns The length the input array should be so that no samples are leftover ...
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import logging def forward_stream_to(source, destination): """ Forwards all lines from the source to the destination. Arguments --------- source: Source stream destination: Destination stream Returns ------- None """ while True: try: li...
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def BuildEvals(options, parser): """Construct a dict of passed '-e' arguments for evaluating.""" evals = {} for expression in options.eval: try: evals.update(dict([expression.split('=', 1)])) except ValueError: parser.error('-e requires VAR=VAL') return evals
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def get_available_username(user_profile): """ Determines the username based on information available from slack. First information is used in the following order: 1) display_name, 2) real_name :param user_profile: Slack user_profile dict :return: human-readable username """ display_nam...
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import re def glob_to_regex(glob): """Converts a glob to a compiled regex object. The regex is anchored at the beginning and end of the string. Args: glob (str) Returns: re.RegexObject """ res = "" for c in glob: if c == "*": res = res + ".*" ...
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def dup_neg(f, K): """Negate a polynomial in `K[x]`. """ return [ -coeff for coeff in f ]
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def get_bitslice(obj, topidx, bottomidx): """Returns the bits within obj[bottomidx:topidx+1] (Or in architecture format obj[topidx:bottomidx]) """ obj = obj >> bottomidx # Generate a bitmask to get topidx - bottomidx number bits mask = 1 for bit in range(topidx - bottomidx): mask = ...
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def get_modified_columns(fields, fields_to_replace): """ This method updates the columns by adding prefix to each column if the column is being replaced and joins it with other columns. :param fields: list of fields of a particular table :param fields_to_replace: dictionary of fields of a table wh...
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def is_wall(x, y, modifier=0): """ You can determine whether a given x,y coordinate will be a wall or an open space using a simple system: * Find x*x + 3*x + 2*x*y + y + y*y. * Add the office designer's favorite number (your puzzle input). * Find the binary representation of that su...
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def _rev_auth_str(client_api_key, user_api_key): """Returns a Rev Auth string.""" return 'Rev %s:%s' % (client_api_key, user_api_key)
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import json def load_transition_types(transitions_uri): """Loads a transition .json file and returns a dictionary mapping transition ids to their types. transitions_uri - path to a .json file with the format { "modify_landscape_structure": "restoration", ... } ...
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def distributions_list(distributions, categories): ####### Make a class ######### """ Map the categories to the fraction of the dataset for each worker subset. Parameters ---------- distributions: list of lists The list of the distributions for each categories for each worker. categori...
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def snake_to_pascal(string: str) -> str: """ Converts snake-case to pascal-case. >>> snake_to_pascal(string="hello_and_good_morning") # Returns "HelloAndGoodMorning" """ words = string.split('_') words_capitalized = list(map(str.capitalize, words)) return "".join(words_capitalized)
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from math import prod as mathprod # type: ignore # Python 3.8 from typing import Sequence from functools import reduce import operator def prod(iterable: Sequence[int]) -> int: """Implementation of `math.prod()` all Python versions.""" try: return mathprod(iterable) except ImportError: r...
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def same_sentence_check(block: str, pos1: str, pos2: str) -> bool: """Check if two words are in the same sentence by looking for sentence delimiters between their starting positions. :param block: Block of string text the two words are found in :param pos1: The index of the beginning of word1 :param po...
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def correct_time_of_shot(shot, goal_times): """ Corrects time of shot (a goal was scored on) by comparing its original time with a list of actual times of goals scored in the game and finding the goal incident with the minimum time difference. Optionally correcting the time of the shot when a non-ze...
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def getIndexOne(x): """Get the Item at index position one. """ return x[1]
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def getSupportedMedia(media): """Returns the supported file types for the specific media as a string""" if media == "video": return ".m4v|.3g2|.3gp|.nsv|.tp|.ts|.ty|.strm|.pls|.rm|.rmvb|.mpd|.m3u|.m3u8|.ifo|.mov|.qt|.divx|.xvid|.bivx|.vob|.nrg|.img|.iso|.pva|.wmv|.asf|.asx|.ogm|.m2v|.avi|.bin|.dat|.mpg|...
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def first_matching_item(iterable, predicate): """ Gets the first item in an iterable that matches a predicate (or None if nothing matches) Returns: Matching item or None """ return next(filter(predicate, iterable), None)
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from typing import List def bin2dec(x: List[int]) -> int: """Converts a binary vector to an integer, with the 0-th element being the most significant digit. Args: x: (list) a binary vector Returns: An integer """ dec = 0 coeff = 1 for i in range(len(x)): dec ...
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def basenumberconverter(dec, base, numbers): """ Convert decimal number to number of given base Parameters: dec (int) : Decimal to convert base (int) : Base of the number to convert into numbers (str): Numbers of the given base Returns: str: The converted number in given base """ ...
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import re def _ibis_sqlite_regex_extract(string, pattern, index): """Extract match of regular expression `pattern` from `string` at `index`. Parameters ---------- string : str pattern : str index : int Returns ------- result : str or None """ if string is None or pattern ...
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def day_of_year(datetimes): """Return the day of the year of given dates.""" return (datetimes.astype('datetime64[D]', copy=False) - datetimes.astype('datetime64[Y]', copy=False)).astype(int)
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import re def text_to_dict(text): """Converts a series of key=value lines in a string into a multi-value dict. """ parsed = {} regexp = r'([A-Za-z\-\_]+)\=(.+)\w*$' for match in filter(None, (re.match(regexp, i) for i in text.splitlines())): parsed.setdefault(match.group(1), []).append(match.group(2)) ...
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def compile_rule(rule): """ Compiles a rule in string format. Basically checks that is valid python format. :param rule: :return: """ if len(rule) == 0: return None try: c_rule = compile(rule, "<string>", "exec") return c_rule except: return None
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def accuracy(Y_pred, Y_test): """ Calculates the accuracy of the model Arguments: Y_pred (np.array): shape [n_test_examples,] an array of model predictions Y_test (np.array): shape [n_test_labels,] an array of test labels to evaluate the predictions against Return...
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def split_tensor_tuple(ttuple, start, end, reduce_dim=False): """ Slice each tensor in the input tuple by channel-dim. Since the SSL algorithms always split labeled and unlabeled samples in each batch, this function is implemented here as a common tool. Arguments: ttuple (tuple): tuple of a to...
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def to_text(source): """ Generates a text value (an instance of text_type) from an arbitrary source. * False and None are converted to empty strings * text is passed through * bytes are decoded as UTF-8 * rest is textified via the current version's relevant data model method """ if sour...
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import math def extrapolate_lines(lines, img_shape, min_slope=0.3): """Aggregate detectes lines into two lanes by extrapolation Args: lines (list<list<tuple>>): detected lines img_shape (tuple<int>): image shape min_slope (float, optional): minimum slope to consider the edge as being ...
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def human_size(bytes): """Return number of bytes as string with most appropriate unit.""" if bytes == 0: return '0 B' suffixes = ['B', 'KB', 'MB', 'GB', 'TB', 'PB', 'YB'] bytes = float(bytes) i = 0 while bytes >= 1024 and i < (len(suffixes) - 1): bytes /= 1024.0 i += 1 ...
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import hashlib def hash_from_code(msg): """Return the SHA256 hash of a string or bytes.""" # hashlib.sha256() requires an object that supports buffer interface, # but Python 3 (unicode) strings don't. if isinstance(msg, str): msg = msg.encode() # Python 3 does not like module names that st...
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def getbitvalue(binstr, pos): """ get value of the bit at position 'pos' in binary string 'binstr' """ return (binstr >> pos) & 1
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def get_task_and_ann_id(ex): """ single string for task_id and annotation repeat idx """ return "%s_%s" % (ex["task_id"], str(ex["repeat_idx"]))
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def getRCC(radius, height, position, surfaceNum, comment): """Create a right circular cylinder in the z direction.""" surfaceCard = "{} RCC {} {} {} 0 0 {} {} {}".format(surfaceNum, position[0], position[1], round(position[2], 5), round(height, 5), round(r...
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def zelite_nadaljevati(niz): """ Uporabnika vpraša, če želi nadaljevati. Vrne True oz False. """ print('=============================') print(niz) print('1.) DA') print('2.) NE') while True: try: izbira = int(input('> ')) if izbira == 1: r...
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from pathlib import Path def class_ns_as_path(name: str) -> Path: """Split a namespace into a multi-directory level directory Args: name (str): The namespace Returns: Path: The path to the directory """ return Path(name.replace(".", "/"))
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def combine_limits(*limits): """ Combines given data sets limits to single limits. Args: limits: (((float, float), ), ) Data sets limits. Returns: ((float, float), ) or None Combined limits or None if no limits. """ limits = [lim for lim in ...
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def n_layers(request): """Number of layers.""" return request.param
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def get_subsequences_matching_query(hit_obj): """Takes a SearchIO hit object, and returns a list with the first element being a string representing the coordinates of the query to which the subject sequence aligns, and the second being the corresponding subject subsequence(s). """ # ***Eventuall...
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def text2vector(filename): """convert list delimited by newlines in a text file into a vector""" content = [] with open(filename) as f: for line in f: content.append(line.strip()) return (content)
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def all_prefixes(li): """ Returns all prefixes of a list. Args: li: list from which to compute all prefixes Returns: list of all prefixes """ return [tuple(li[:i + 1]) for i in range(len(li))]
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import struct def address_to_bytes(address: int) -> bytes: """Convert an address to bytes, in little endian.""" return struct.pack('<L', address)
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def fit_into(value, min_, max_): """ Return value bounded by min_ and max_. """ return max(min_, min(max_, value))
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def tick(frameNum, pts, beak, birds): """ Update function for animation """ birds.tick(frameNum, pts, beak) return pts, beak
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import copy def _set_defaults_temporal(config_in): """Return modified config when no temporal args are provided. If 'median' is true use "--all" otherwise set "--latest=1" """ config = copy.deepcopy(config_in) temporal_args = ('dayofyear', 'month', 'day', 'year', 'latest', '...
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def getUrl(host, port): """ return url for host and port """ return f"http://{host}:{port}"
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def _is_type_hint(obj): """ Check if object is stored along with its type in the typical format: [str, str] => [typehint, value] e.g. ['$complex', (3 + 4j)] """ return isinstance(obj, list) \ and len(obj) == 2 \ and isinstance(obj[0], str) \ and obj[0][0] == '$'
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def file_lines(file_path) -> int: """ Calculate number of lines in file. """ with open(file_path) as f: i = 0 for i, l in enumerate(f, start=1): pass return i
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import re def strip_multi_whitespace(str_json): """ strip multi white space like " " to a single " " :param str_json: string :return: string """ str_json = re.sub(' +', ' ', str_json) # kills multi whitespace return str_json
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def smallest_distance(vertexes, dist): """Returns the smallest distance in dist where key is in vertexes.""" smallest_k = vertexes[0] smallest_d = dist[smallest_k] for v in vertexes: if dist[v] < smallest_d: smallest_d = dist[v] smallest_k = v return smallest_k
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def sharedLangCost(criterion, frRow, exRow): """Returns 1 if the two do not share a language, else 0""" fluentQ = criterion['fluentQ'] learningQ = criterion['learningQ'] frLangs = [set(frRow[fluentQ].split(',')), set(frRow[learningQ].split(','))] exLangs = [set(exRow[fluentQ].split('...
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def get_feat_names_from_base_feats(feat_names: list, base_feat_names: list): """Generate feature names in feat_names that stem from features in base_feats """ feats = set() for base_feat_name in base_feat_names: for feat_name in feat_names: if base_feat_name in feat_name: ...
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def _compare_baseline_results(baseline, results): """Compare a baseline list of issues to list of results This function compares a baseline set of issues to a current set of issues to find results that weren't present in the baseline. :param baseline: Baseline list of issues :param results: Curren...
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def snake2camal(string: str) -> str: """ Change string from snake_case to CamalCase :param string: (str) string to convert :rtype (str): converted string """ return ''.join(word.title() for word in string.split('_'))
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def interpret_map(m): """Interpret a map-like object. Accepts anything that dict() accepts for its first argument. Returns a list of pairs (key, value). """ try: d = dict(m) except Exception: raise ValueError("not a map") return d.items()
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from typing import Iterable from typing import Union from typing import Tuple from typing import List def _process_sorts(sorts: Iterable[Union[str, Tuple[str, bool]]]) -> List[str]: """Process a top-level query's sort_by attribute into a list. This mostly handles the sorting direction tuples. :param sor...
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def round_to_base (value, base=1): """ This method expects an integer or float value, and will round it to any given integer base. For example: 1.5, 2 -> 2 3.5, 2 -> 4 4.5, 2 -> 4 11.5, 20 -> 20 23.5, 20 -> 20 34.5, 20 -> 40 The default base is '1'. """ r...
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def _check_technology_advancements_for_partition(ta): """Checks the technology advancment input to :py:func:`partition_demand_by_sector` and :py:func:`partition_flexibility_by_sector`. :param str ta: The input technology advancement that will be checked. Can be any of: *'Slow'*, *'Moderate'*, or *'...
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import copy def MergeCallingServiceAccountWithOwnerPermissionsIntoBindings(env, properties): """ A helper function that merges the acting service account of the project creator as an owner of the project being created """ service_account = ('serviceAccount:{0}@cloudservices.gserviceaccount.com'.format(env['pr...
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def epochTime(startTime: int, endTime: int): """Calculate elapsed (elapsedMins, elapsedSecs) of epoch""" elapsedTime = endTime - startTime elapsedMins = int(elapsedTime / 60) elapsedSecs = int(elapsedTime - (elapsedMins * 60)) return elapsedMins, elapsedSecs
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def get_clc(goods): """Return a list of the unique control list entries for all goods in the supplied list. A single good may be passed instead of a list of one item. """ if not isinstance(goods, list): goods = [goods] clcs = {clc["rating"] for good in goods for clc in good.get("good", {})...
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def get_ref_path(openapi_major_version): """Return the path for references based on the openapi version :param int openapi_major_version: The major version of the OpenAPI standard to use. Supported values are 2 and 3. """ ref_paths = {2: 'definitions', 3: 'components/schemas'} ...
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def dissect_reference(refs: list, from_class: str, from_id: str, from_prop: str) -> list: """ Dissect a reference list into the parametes required for a batch request. Parameters ---------- refs : list A list of references to be dissected. from_class : str ...
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def default_flist_reader(flist): """ flist format: impath label\nimpath label\n ...(same to caffe's filelist) """ imlist = [] with open(flist, 'r') as rf: for line in rf.readlines(): impath, imlabel = line.strip().split() imlist.append( (impath, int(imlabel)) ) r...
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def is_profile_flag(flag): """ return true if provided profile flag is valid """ return flag in ('cpu', 'mem', 'block', 'trace')
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def get_number_of_published_papers(data): """ This function will return number of ids that have associated published papers :param data: :return: dict with yes and no as keys and number of documents for each category """ paper_published_data = { 'yes': 0, 'no': 0 } for it...
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def rgbu8_size(width, height): """Calculate rgb 24bit image size Args: width: image width height: image height Returns: rgb 24bit image data size """ return int(width * height * 3)
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from typing import List from typing import Callable def abstract_calc_sim(query: List[str], content: List[List[str]], func_vec: Callable[[List[str], List[str]], float]) -> List[float]: """ Calculate the sim_scores for every query compared to each element of content ...
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def removeDuplicates(a_list: list) -> list: """ Removes duplicates from a list and returns it. Type needs to implement __eq__ """ return list(dict.fromkeys(a_list))
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def whole_inference(imgs, model): """Inference with full image.""" preds = model(imgs) return preds
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def snakecase(string: str) -> str: """ Turns any string into a snakecase string """ return string.lower().replace(' ', '_')
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def required_keys_avaiable(readme_dict): """ Check if the required key in the readme dictionary are available Required key are the ones I need for further processing. These are: * base_runs * username * email * info_block * sub_date * solver Parameters ---------...
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import inspect def class_(obj): """Return a class from an object Often in itk, the __class__ is not what the user is expecting. class_() should do a better job """ if inspect.isclass(obj): # obj is already a class ! return obj else: return obj.__class__
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def _select_long_short_ports(df, portvar, top_minus_bot=True): """ Finds the appropriate portfolio number and returns (long number, short number) """ #Get numbered value of highest and lowest portfolio top = max(df[portvar]) bot = min(df[portvar]) if top_minus_bot: return top, bot ...
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def structure_list(text): """Returns a list of punctuation and the location of the word 'Python' in a text""" punctuation_marks = "!?.,:;" punctuation = [] for mark in punctuation_marks: if mark in text: punctuation.append(mark) return punctuation, text.find('Python')
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from typing import Tuple def prepare_chunk(playbook, chunk: str) -> Tuple[str, str, str]: """Parse a chunk of ansible-playbook output. Given an ansible-playbook output chunk, like: TASK [staging : Install sudo] ******************************************** ok: [staging1.eeple.net] return a tree-...
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import io import json def load_json_file(json_file): """ Load json file :param json_file: json file path :return: file content """ with io.open(json_file, encoding='utf-8') as f: json_content = json.load(f) return json_content
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def is_noun(tag): """True if tag corresponds to treebank noun tags""" return tag in ['NN', 'NNS', 'NNP', 'NNPS']
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def get_first_non_none_parsed_value(parsed_values): """ Gets the first non-`None` parsed value. Parameters ---------- parsed_values : `None`, `list` of `Any` The parsed value. Returns ------- value : `None`, `Any` The parsed value if any. """ if (parsed_valu...
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def is_not_nullprice(data): """ used by the filter to filter out the null entries :param data: input data :return: true if it's not null, false if null """ return data and data["MinimumPrice"] != None
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def has_lt_10_percent_na(series): """Auxiliary function that checks whether less than 10% of a series's values are missing :param series: The series to check :type series: pandas.Series :return: Whether less than 10% of the series's values are missing :rtype: bool """ return series.isna...
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def get_first_value(num_list: list): """Find the first value in iterable.""" return num_list[0]
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def get_patch_ids(butler): """ Get the patch ids from the SkyMap object. Parameters ---------- butler: lsst.daf.persistence.Butler Data butler for the desired data repo. Returns ------- dict: A dictionary of patch IDs, keyed by tract ID. """ skymap = butler.get('deepCoa...
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def GroupConsecutiveCodepoints(codepoint_list): """Takes sorted codepoint list and groups by consecutive code points.""" result = [] prev = None current = [] for codepoint in codepoint_list: if prev is not None and codepoint != prev + 1: result.append(current) current = [] current.append(...
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