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def smalltalk(raw, context): """ An intent to answer to greetings and appreciations. Answer the same with an exclamation mark (!). """ return raw + ' !', context
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def model_urlname(model, action): """Generates a canonical url for a certain action/view on a model""" return f"{model._meta.label_lower}.{action}"
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def get_age(hh_head): """ Return the required category label for different ages. """ if 16 <= hh_head['DC1117EW_C_AGE'] <= 24: return '16-24' elif 25 <= hh_head['DC1117EW_C_AGE'] <= 34: return '25-34' elif 35 <= hh_head['DC1117EW_C_AGE'] <= 54: return '35-54' else: ...
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def check_same_parent(a, b, dataset, dict_parents): """ Check that the parents are the same """ return dict_parents[dataset][a] == dict_parents[dataset][b]
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def get_drop_down_xml(name, command, labels, help='', values=None): """Get the XML content for a drop down menu when making a ParaView plugin.""" def _enum(labels, values=None): if values is None: values = range(len(labels)) els = [] for i, lab in enumerate(labels): ...
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def _unsigned(i): """Translate a signed int into an unsigned int. Int type returned is longer than the original since Python has no unsigned int.""" return i & 0xFFFFFFFF
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def get_field_from_model(model, fieldname): """Return Field object for Model.field.""" for f in model._meta.get_fields(): if f.name == fieldname: return f
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import logging def get_log_records(caplog): """Return api call log messages. Format of record tuples is (logger_name, log_level, message). """ return [ log[2] for log in caplog.record_tuples if log[0] == "bookings.ticketing_system" and log[1] == logging.INFO ]
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def list_view_details(client, view=None, drawing=None): """List the views contained in a drawing, with more details. Args: client (obj): creopyson Client view (str, optional): View name filter (wildcards allowed: True). Defaults: no filter. drawing (str, optional...
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def punycode(domain): """Return the Punycode of the given domain if it's non-ASCII.""" return domain.encode('idna').decode('ascii')
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def crop_center_square(frame): """Crops a square from the center of a rectangular array.""" y, x = frame.shape[0:2] min_dim = min(y, x) start_x = (x // 2) - (min_dim // 2) start_y = (y // 2) - (min_dim // 2) return frame[start_y : start_y + min_dim, start_x : start_x + min_dim]
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import functools def wrap_after(after, condition=lambda *args, **kwargs: True): """ A helper for creating decorators. Runs an "after" function after the decorated function. The condition check is performed after the decorated function is called. """ def decorator(func): @functools.wr...
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def clean_url(url): """ Tacks an s3:// onto the beginning of a URL if necessary. url: an S3 URL, or what should be one Return value: S3 URL """ if url[:6] == 's3n://': return ('s3://' + url[6:]) elif url[:5] != 's3://': return ('s3://' + url) else: return u...
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def unit(aClass, value): """ Calls the 'unit' method of `aClass` with `value`. """ return aClass.unit(value)
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def init_wiki(args): """ Initialize a WikiFetcher object according to arguments :param args: Argument object from command line :return: A dictionary of all arguments for WikiFetcher """ return {"lang": args.lang[0], "limit": args.nb_resp[0]}
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def dict_prune_private(d): """Return a copy of a dict removing subtrees with keys starting with '_'.""" if isinstance(d, dict): data = {} for key, value in d.items(): if not key.startswith("_"): data[key] = dict_prune_private(value) return data else: ...
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import ipaddress def get_ip_networks_from_file(filename, strict=True): """ Quickly generate a list of IPv4Networks from a file with built-in validation :param str filename: The file to be parsed :param bool strict: If true, raises errors when invalid networks are encountered. :return: list """ with open(filen...
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import pkg_resources def static_file_path(directory, file): """ get path of the specified file from specified directory""" resource_path = "/".join((directory, file)) # Do not use os.path.join() try: template = pkg_resources.resource_filename(__name__, resource_path) except KeyError: ...
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def _has_ingress_white_list(ingress): """Check if the ingress has whitelisting applied""" return bool(ingress.metadata.annotations.get("ingress.kubernetes.io/whitelist-source-range", False))
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def partialr(func, *args, **kwargs): """partialr: Partially applies last arguments. New keyworded arguments extend and override kwargs.""" return lambda *a, **kw: func(*(a + args), **dict(kwargs, **kw))
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def callBeginningScenicTrace(func): """Call the given function, starting the Scenic backtrace at that point. This function is just a convenience to make Scenic backtraces cleaner when running Scenic programs from the command line. """ return func()
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def build_article_set(secao_list): """ Takes the value of 'secao' key in a 'config' dict ('secao_list') that specifies which DOU sections to download and return a set of all possible sections that might be downloaded: (sections 1, 2 and 3 from ordinary, extra or sumplement editions). """ #...
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import pickle def serialize(src): """ The default serialization method In non-special cases, this method is used, protocol=2 Parameters ---------- src: object data to serialize Returns ------- """ return pickle.dumps(src, protocol=2)
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def escape_lg(s): """Escape the > and < in the string, which are special in rst""" return s.replace('>','\>').replace('<','\<')
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def _get_entries_list(item, step, action): """Returns list of entries which need the action to be applied on step (runtest_call/teardown). """ entries_dict = {} entries_list = [] if step in item.keywords.keys(): entries_dict = item.keywords[step] if action in entries_dict: ...
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from pathlib import Path from typing import Optional def secret( name: str, secrets_dir: Path = Path("/run/secrets") ) -> Optional[str]: """Load the named secret from /run/secrets and return None otherwise.""" path = secrets_dir / name if path.exists(): return path.read_text().strip() ...
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import re def RemoveStackTraceDetails(output): """Removes all stack traces from a Google Test program's output.""" # *? means "find the shortest string that matches". return re.sub(r'Stack trace:(.|\n)*?\n\n', 'Stack trace: (omitted)\n\n', output)
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def magNDx(v, limit=0): """Returns magnitude of an nD vector, ignoring items if they are not numeric, with an option to limit length of the tuple to a certain length defined by the `limit` argument""" if limit > 0: return sum(vv**2 for i, vv in enumerate(v) if (isinstance(vv, (int...
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def calculate_median(objects, field_name): """ Calculates the median where obj.total is the distribution count and getattr(obj, field_name) is the distribution segment. Note: this function assumes the objects are sorted. """ total = 0 for obj in objects: total += obj.total half =...
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def gen_output(u1, u2): """ Inputs: u1 : first column u2 : second column Outputs: y : binary variable (1 or 0) ; 1 if x2 is preferred ; 0 if x1 is preferred p: actual preference probability """ # utility function value generation diff = u2 - u1 y = 1*(diff > 0.) #p = prob...
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def fizz_buzz(number): """Returns 'Fizz' if a number is divisible by 3, 'Buzz' if a number is divisible by 5 'FizzBuzz' if a number is divisible by both 3 and 5 otherwise it returns the number itself """ if number % 3 == 0 and number % 5 == 0: return "FizzBuzz"; elif number % 3 == 0: return "Fizz"...
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def get_xy_from_waypoints(waypoints): """ Given a list of waypoints, returns a list of [x,y] coordinates associated with those waypoints """ return list(map(lambda waypoint: [waypoint.pose.pose.position.x, waypoint.pose.pose.position.y], waypoints))
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def angle_Mr(Lr: float, w_: float) -> float: """ Mr = Lr - w_ :param Lr: mean longitude at t_r :type Lr: float :param w_: longitude of the preriapsis :type w_: float :return: mean anomaly at t_r :rtype: float """ return Lr - w_
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def matrixvector_multiply(a, x): """takes a matrix and a vector represented as a list of list and multiplies them""" if len(a[0]) == len(x): product = [] for i in range(len(a)): product.append(0) for j in range(len(x)): product[i] += a[i][j]*x[j] return product else: return """ Matrix Vector Mul...
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def getMidpoint(p1, p2): """ p1 is a tuple of the first point p2 is a tuple of the second point returns the midpoint, in tuple form, of p1 and p2 """ return (((p1[0] + p2[0]) / 2.), ((p1[1] + p2[1]) / 2.))
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from typing import Any from typing import Dict def error(data: Any = None, msg: str = '', code: int = -1) -> Dict[str, Any]: """ generate error response body with external status code 200 :param data: data :param msg: message :param code: user defined (not http) status code :return: json resp ...
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def reverse_words(string): """ Reverses a space-delimited string of words using the string and list methods """ if type(string) is not str: return None str_list = string.split(" ") str_list.reverse() reversed_str = " ".join(str_list) return reversed_str
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async def fetch(url, session, charset='latin-1'): """Fetch a url, using specified ClientSession.""" try: async with session.get(url) as response: resp = await response.read() print("Fetched: {0:30}".format(url)) return resp.decode(charset) except Exception as e: ...
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def nodesets2affiliations(communities): """ Transform community format to "snapshot_affiliations" Representation expected in input: dictionary, key= community ID, value= node set Representation in output: dictionary, key=node, value=set of snapshot_affiliations ID :param communities: dictionary, k...
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def nii_to_json(nii_fname): """ Replace Nifti extension ('.nii.gz' or '.nii') with '.json' :param nii_fname: :return: json_fname """ if '.nii.gz' in nii_fname: json_fname = nii_fname.replace('.nii.gz', '.json') elif 'nii' in nii_fname: json_fname = nii_fname.replace('.nii', ...
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def ingest_query( staging_schema: str, csv_path: str, table_name: str, iam_role: str ) -> str: """Creates query which can be used to ingest tweets data into tweets table with found tweets processed csv file.""" ingest_tweets_query = f"COPY {staging_schema}.{table_name} FROM 's3://stwit-processed-bucket/{c...
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def first_device_in_session(user_events): """Get device id which initialize session.""" return user_events[0].transientId
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def new_title(plot, append: str): """Append to the title of a Holoviews plot""" return plot.opts.get().kwargs["title"] + f" {append}"
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from typing import Dict def generate_report(covered_files: Dict) -> str: """Generate the report Args: covered_files (dict): git coverage data Returns: str: report as a string """ report = ( '\ngit Coverage Report\n' '-------------------\n' ) if covered_fi...
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def returnNoImaging(file): """ Return a dummy fitsheader where imaging is set to false Used for non-imaging instruments (FIES etc.) """ fitsheader={'imaging':0} return fitsheader
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def extract_elementpara(parameter_dict, element): """ :param parameter_dict: python dict, parameter node for inpgen :param element: string, i.e 'W' :return: python dictionary, parameter node which contains only the atom parameters for the given element """ elemen...
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import copy import random def strategy_func_random(zmws): """ >>> random.seed(12345); strategy_func_random([]) [] >>> random.seed(12345); strategy_func_random([('synthetic/1', 9)]) [('synthetic/1', 9)] >>> random.seed(12345); strategy_func_random([('synthetic/1', 9), ('synthetic/2', 21), ('syn...
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def io_size(request): """ Fixture to parametrize over the io_sizes. """ return request.param
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def get_player_move(marble_count): """Get a player's move.""" while True: # get desired move desired_move = input("How many marbles would you like to take? ") try: # make sure the desired move is an integer desired_move = int(desired_move) except ValueError: ...
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def semeval_PRF(y_true, y_pred): """ Calculate "Micro P R F" of aspect detection task of SemEval-2014. """ s_all=0 g_all=0 s_g_all=0 for i in range(len(y_pred)//5): s=set() g=set() for j in range(5): if y_pred[i*5+j]!=4: s.add(j) ...
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def iterable(x): """ iterable(x) -> bool Returns whether an instance can be iterated. Strings are excluded. Args: x (any): the input variable. Example:: >>> iterable(x for x in range(4)) True >>> iterable({2, 3}) True >>> iterable("12") Fa...
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import torch def generalized_distance_matrix_torch(X,Y): """ Returns the distances between all datapoints from X and Y, considering each datapoint to be a row vector in each matrix individually. Notes ----- Let $X \in R^{n_x \times k}, Y \in R^{n_y \times k}$, the distance between all poi...
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def cubicPointAtT(pt1, pt2, pt3, pt4, t): """Finds the point at time `t` on a cubic curve. Args: pt1, pt2, pt3, pt4: Coordinates of the curve as 2D tuples. t: The time along the curve. Returns: A 2D tuple with the coordinates of the point. """ x = ( (1 - t) * (1 - t...
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from typing import IO import csv def startfile_csv(ARG_filewriter: IO): """Writes the header for the .csv suncalc results file. Parameters ---------- ARG_filewriter : IO The file writing IO object. Returns ------- csvwriter : csv._writer The IO object formatted specif...
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def GetNameForCustom(custom_cpu, custom_memory_mib): """Creates a custom machine type name from the desired CPU and memory specs. Args: custom_cpu: the number of cpu desired for the custom machine type custom_memory_mib: the amount of ram desired in MiB for the custom machine type instance Returns...
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def decode_iter_request(data): """ Decode incoming response from an iteration request Args: data: Response data Returns: Next itervalue """ if "response_metadata" in data: return data["response_metadata"].get("next_cursor") elif "paging" in data: current_pag...
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import functools def skip_if_no_pandas(func): """ Checks whether pandas is installed and skips the test if not """ @functools.wraps(func) def wrapper(self, *args, **kwargs): try: return func(self, *args, **kwargs) except: return self.skipTest(f"Test '{fun...
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import math def sigmoid_function(x): """ Calculate result of sigmoid function. :param x: input value for sigmoid function :return: result of sigmoid function. """ result = 1.0 / (1 + math.e**(-x)) return result
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from typing import Counter def step2(input): """ >>> step2([ \ "eedadn", \ "drvtee", \ "eandsr", \ "raavrd", \ "atevrs", \ "tsrnev", \ "sdttsa", \ "rasrtv", \ "nssdts", \ "ntnada", \ "svetve", \ "tesnvt", \ ...
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def pixel(x, y, width_x, width_y): """Spatial representation of a pixel. Parameters ---------- x : numpy.ndarray x coordinates y : numpy.ndarray y coordinates width_x : float x diameter of the pixel, in microns width_y : float y diameter of the pixel, in micr...
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def binary_dominates(a, b): """Returns whether a binary dominates b""" for ai, bi in zip(a, b): if bi > ai: return False if a == b: return False return True
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def _read_grammar(filename): """ Reads file and converts to string. :param filename: (str) ends in .txt, path to grammar :return: (str) grammar string as in https://www.nltk.org/_modules/nltk/parse/generate.html """ with open(filename, 'r') as file: data = file.read() return data
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def interpolate_missing(y): """ Replaces NaN values in pd.Series `y` using linear interpolation """ if y.isna().any(): y = y.interpolate(method='linear', limit_direction='both') return y
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def get_description(stmt): """Retrieves the description of the statement if present. """ description_obj = stmt.search_one('description') # Return description value if exists return getattr(description_obj, 'arg', None)
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def scale(components): """This scales rgb values in the range 0-255 to be in the range 0-1000. """ return (round(component / 255 * 1000) for component in components)
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def iv_put(s: float, k: float) -> float: """Intrinsic value of a put""" return max([0, k - s])
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from typing import Dict from typing import List from typing import Tuple def map_intermediate_to_input( input_line_mapping: Dict[str, List], line_number: int ) -> Tuple[str, int]: """Map intermediate file lines to notebooke cell and line. Maps the line at `line_number` to the corresponding code cell ...
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def get_default_data(**kwargs): """Returns a POST data dict using default values.""" limit = kwargs.get('limit', 20) offset = kwargs.get('offset', 0) direction = kwargs.get('direction', 'asc') if not isinstance(limit, int): raise TypeError("`limit` must be int") if not isinstance(offset,...
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def merge_grad_list(all_grads, all_vars): """ Args: all_grads (K x N): gradients all_vars(K x N): variables Return: K x N x 2: list of list of (grad, var) pairs """ return [list(zip(gs, vs)) for gs, vs in zip(all_grads, all_vars)]
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def is_same_file_contents(lhs: str, rhs: str) -> bool: """Compare file contents Args: lhs (str) rhs (str) Returns: bool: returns True if two file contents is same, else False """ with open(lhs) as fd: a = fd.readlines() with open(rhs) as fd: b = fd.read...
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def _filter_for_numa_threads(possible, wantthreads): """Filter to topologies which closest match to NUMA threads :param possible: list of nova.objects.VirtCPUTopology :param wantthreads: ideal number of threads Determine which topologies provide the closest match to the number of threads desired by...
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def flatten_column_names(columns, ordering): """ Takes a column MultiIndex and joins each entry into a single underscore separated string based on the indices in the iterable `ordering`. Spaces in the MultiIndex entry are replaced with underscores. """ values = [[x[y] for y in ordering] for x i...
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def forcedir(path): """Ensure the path ends with a trailing / :param path: An FS path >>> forcedir("foo/bar") 'foo/bar/' >>> forcedir("foo/bar/") 'foo/bar/' """ if not path.endswith('/'): return path + '/' return path
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def get_next_batch(inputs, labels, start, batch_size): """ Helper function for batching Returns a slice of inputs and slice of corresponding labels :param inputs: NumPy inputs array :param labels: NumPy labels array :param start: starting index for the slice :param batch_size: number of exam...
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def get_player_collided_flag(measurement, prev_collision_vehicles, prev_collision_pedestrians, prev_collision_other): """Obtains collision flag from player. Check if any of the three collision metrics (vehicles, pedestrians, ...
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def get_vm_name(name): """ Map node name to VM name by stripping DNS suffix """ return name.split('.', 1)[0]
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def get_merge_targest(module): """Return a set of basic blocks that are targets of merge instructions.""" merge_targets = set() for function in module.functions: for basic_block in function.basic_blocks: if (len(basic_block.insts) > 1 and basic_block.insts[-2] in ['Op...
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import re def is_valid_image(image): """True if string looks like a valid GCE image name.""" return re.match(r'^[a-z0-9\-_]+$', image)
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def get_group_list(fieldmodule): """ Get list of Zinc groups (FieldGroup) in fieldmodule. """ groups = [] field_iter = fieldmodule.createFielditerator() field = field_iter.next() while field.isValid(): group = field.castGroup() if group.isValid(): groups.append(gr...
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def reduce_dataset(data, vars_to_keep, coords_to_keep): """ Removes all variables and coordinates from input dataset that are not listed in paramters. Parameters ---------- data : xarray.Dataset vars_to_keep : sequence of strings dims_to_keep : sequence of strings Returns ------- ...
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def filterdict(origdict, keyset): """returns the subset of origdict containing only the keys in keyset and their corresponding values """ newdict = {} # this cunningly works with cidict (case-insensitive dictionary class) # since we just check if key in origdict, not the reverse... # the keys are th...
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import functools import click def make_colour(**colour_kwargs): """ Create a colour shortcut >>> make_colour(fg='red')('hey') '\\x1b[31mhey\\x1b[0m' >>> make_colour(fg='red')('hey', fg='green') '\\x1b[32mhey\\x1b[0m' >>> make_colour(fg='red')('hey', bg='green') '\\x1b[31m\\x1b[42mhey\...
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def temp_to_orig_section(temp_sec): """ Change a temp section into its original. If it is its original it will return what was given. :param temp_sec: temporary section created by 'create_temp_batch' :return: orig section """ section = temp_sec if temp_sec.startswith(('1', '2', '3', '4',...
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import importlib def get_extractor_implementation(cls, pkg=None): """ Get the implementation of an Extractor. :param cls: class name (str) :param pkg: package where implementation is found (str) :return: class implementation """ # known extractors # others must be fully specified throu...
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def _to_rio(xds, cc): """ Apply CRS to Dataset through rioxarray functionality. """ return xds.rio.write_crs(cc.to_string(), inplace=True)
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from typing import OrderedDict def unique(seq): """Return list of unique elements preserving original order.""" return list(OrderedDict.fromkeys(seq))
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import textwrap def remove_returns(doc): """ Given a numpy-formatted docstring, remove the "Returns" block and dedent the whole thing Returns ------- List of lines """ lines = textwrap.dedent(doc).split('\n') outlines = [] rblock = False for line in lines: lstrip ...
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def _WordScore(index, normalized_command_word, canonical_command_word, canonical_command_length): """Returns the integer word match score for a command word. Args: index: The position of the word in the command. normalized_command_word: The normalized command word. canonical_command_word...
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def demo_fields_docstring_arguments(m, b): # type: ignore """ Fields are used to describe specific properties of a documented object. This function can be used in conjuction with L{demo_typing_arguments} to find an arbitrary function's zeros. :type m: number :param m: The slope of the line. ...
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def wrap_star_digger(item, type_str, data_name='Value'): """ code used to extract data from Bing's wrap star :param item: wrap star obj :param type_str: target type string :param data_name: target data label, might be "Entities", "Properties", 'Value' :return: list of all matched target, arrange...
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def _formatobj(obj, *attrnames): """Format an object and some attributes for printing""" attrs = ", ".join(f"{name}={getattr(obj, name, None)}" for name in attrnames) return f"<{obj.__class__.__name__}({attrs}) at {hex(id(obj))}>"
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from pathlib import Path def create_generic_file(tmpdir) -> Path: """ Create and store a generic file using Python built-in functions. At the end of tests, this file is removed by the finalizer of the 'tmpdir' fixture. Returns ------- pathlib.Path Path of the saved file """ ...
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import math def dist_2d(x1, y1, x2, y2): """Returns the distance between (x1,y1) and (x2,y2).""" return math.sqrt(math.pow(x2 - x1, 2) + math.pow(y2 - y1, 2))
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import requests def get(endpoint='info', options='', ip='london.my-netdata.io', port='', api_version='v1/', return_type='json'): """Make REST API request to a netdata. :param endpoint: Endpoint to call. :param options: Optional params for api. :param ip: What netdata to pull from. :param port: Wh...
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import io def String_to_CStringIo(string): """Converts a string to a StringIO.StringIO object. Inverse of CStringIo_to_StringIo""" return io.StringIO(string)
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def get_objective(is_binary): """Gets classifier objective string which depends on if the problem is binary. Args: is_binary: boolean whether classification task is binary Returns: objective: string """ if is_binary: return 'binary:logistic' else: return 'multi:softprob'
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def chan_a(device): """Channel A of the first device in the session fixture.""" return device.channels['A']
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def find_smallest_angle(angle1, angle2, absolute_value=False): """Find the smallest angle between two provided azimuth angles. @param: - angle1 - first angle in degrees between 0 and 360 degrees @param: - angle2 - first angle in degrees between 0 and 360 degrees @param: - absolute_value - if true, retur...
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def _singleton(cls, *args, **kwargs): """Return the single instance of a class, creating it if it does not exist.""" if not hasattr(cls, 'instance') or cls.instance is None: obj = cls(*args, **kwargs) cls.instance = obj return cls.instance
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def shifted_list(l): """ Return the shifted (normalized) list of list l. A shifted/normalized is a list which starts with 0 and ends with last(l)-l[0] """ return [l[i] - l[0]+1 for i in range(len(l))]
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