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from salt.cloud.exceptions import SaltCloudException def avail_images(call=None): """ REturns available upcloud templates """ if call == 'action': raise SaltCloudException( 'The avail_locations function must be called with -f or --function.' ) manager = _get_manager()...
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def batch_dataset(x, batch_size): """ partitions dataset x into args.batch_size batches TODO: ensure that x.shape[0] is divisible by batch_size so no leftovers """ size_modulo = len(x) % batch_size # hack to ensure data is batches successfully if size_modulo != 0: x = x[:-size_modulo] partitioned = np.split(x...
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import requests def _verify_email_upload(transfer_id: str, session: requests.Session) -> str: """Given a transfer_id, read the code from standard input. Return the parsed JSON response. """ code = input('Code:') j = { "code": code, "expire_in": WETRANSFER_EXPIRE_IN, } r ...
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from .error import RunFailed, DownloadFailed, Terminated, error_json from .task import run_local_task from .. import parse_document, values_from_json, values_to_json, Walker import logging import os import traceback def run(cfg: config.Loader, logger: logging.Logger, uri: str, **kwargs) -> str: """ Download t...
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def envelope_generic(pshape, *args, **kwargs): """ Envelope for a given pulse shape at a given time or times. Parameters ---------- pshape : str or function object Pulse shape type or user-provided function. Allowed string values are 'square', 'gauss', 'cos', 'flattop_gauss'...
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def sdb_longitude(longitude): """Return an 8 character, zero padded string version of the longitude parameter. **Arguments:** * *longitude* -- Longitude. """ adjusted = (180 + float(longitude)) * 100000 return str(int(adjusted)).zfill(8)
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import os def run_qemu(kernel, machine='lm3s811evb', dump_file=None, dump_range=None): """ Runs qemu on a given kernel file """ if not has_qemu(): return '' # Check bin file exists: assert os.path.isfile(kernel) logger.debug('Running qemu with machine=%s and image %s', machine, kernel) ...
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def is_allowed_location(location, allowed_location): """" Returns true if the location is allowed_location Args: location: location id allowed_location: allowed_location Returns: is_allowed(bool): Is location allowed. """ if allowed_location == 1: return True ...
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def gsl_isinf(*args, **kwargs): """gsl_isinf(double x) -> int""" return _gslwrap.gsl_isinf(*args, **kwargs)
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def abstract_clone(__call__, self, x, *args): """Clone an abstract value.""" def proceed(): if isinstance(x, AbstractValue) and x in cache: return cache[x] result = __call__(self, x, *args) if not isinstance(result, GeneratorType): return result cls = resu...
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from typing import Union from typing import Dict from typing import Any import typing def Layout( align_baseline: bool = None, align_center: bool = None, align_content_center: bool = None, align_content_end: bool = None, align_content_space_around: bool = None, align_content_space_between: boo...
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def paint_hull(inputfile, hull={}): """Launches the emergency hull painting robot with the specified Intcode source file Parameters ---------- inputfile: str Path/Filename of Intcode source code hull : dict<(int,int): int> Initial state of the hull """ robot_pos = (0, 0) ...
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from typing import Tuple from datetime import datetime def get_token_expiration(parser: ConfigParser, profile: str) -> Tuple[str, str]: """Return token expiration date and whether it is expired. Parameters ---------- parser : ConfigParser Parser with all configuration files. profile : str...
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def ensure_format(s: str, n_chars: int = None) -> str: """ Removes spaces within a string and ensures proper format ------ PARAMS ------ 1. 's' -> input string 2. 'n_chars' -> Num characters the string should consist of. Defaults to None. """ assert isinstance(s, str), "Input...
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def gamma_boundary_condition(gamma=-3): """ Defines boundary condition parameterized by either a scalar or list/iterable. In the latter case, piecewise-interpolation on an equispaced grid over the interior of (0, 1). In the former, the scalar defines the minimum displacement value of the boundary co...
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def toggleDateSyncButton(click): """Change the color of on/off date syncing button - for css.""" if not click: click = 0 if click % 2 == 0: children = "Date Syncing: On" style = {**on_button_style, **{"margin-right": "15px"}} else: children = "Date Syncing: Off" ...
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import os import inspect def _find_path(image): """Searches for the given filename and returns the full path. Searches in the directory of the script that called (for example) detect_match, then in the directory of that script's caller, etc. """ if os.path.isabs(image): return image ...
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def pacf(x, nlags=40, method='ywunbiased', alpha=None): """ Partial autocorrelation estimated Parameters ---------- x : 1d array observations of time series for which pacf is calculated nlags : int largest lag for which the pacf is returned method : str specifies whi...
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def _opt(spc_info, mod_thy_info, geo, run_fs, script_str, opt_cart=True, **kwargs): """ Run an optimization """ # Optimize displaced geometry geom = geo if opt_cart else automol.geom.zmatrix(geo) success, ret = es_runner.execute_job( job=elstruct.Job.OPTIMIZATION, script_st...
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def fi(x, y, z, i): """The f1, f2, f3, f4, and f5 functions from the specification.""" if i == 0: return x ^ y ^ z elif i == 1: return (x & y) | (~x & z) elif i == 2: return (x | ~y) ^ z elif i == 3: return (x & z) | (y & ~z) elif i == 4: return x ^ (y | ~...
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import torch def th_accuracy(pad_outputs, pad_targets, ignore_label): """Calculate accuracy. Args: pad_outputs (Tensor): Prediction tensors (B * Lmax, D). pad_targets (LongTensor): Target label tensors (B, Lmax, D). ignore_label (int): Ignore label id. Returns: float: Acc...
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def staff_level(): """ Staff Levels Controller """ mode = session.s3.hrm.mode def prep(r): if mode is not None: auth.permission.fail() return True s3.prep = prep output = s3_rest_controller() return output
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def aa_status_string (status): """usage: str return = aa_status_string(int status)""" if not AA_LIBRARY_LOADED: return AA_INCOMPATIBLE_LIBRARY # Call API function return api.py_aa_status_string(status)
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def echo(context, args): """ echo text Echo back the following text.""" info(args) return context
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import time def wait_for_visibility(element, wait_time=1): """Wait until an element is visible before scrolling. Args: element (ElementAPI): The splinter element to be waited on. wait_time (int): The time in seconds to wait. """ end_time = time.time() + wait_time while time.time...
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import asyncio async def meta(request): """Return ffprobe metadata""" async def stream_fn(response): async with sem: cmd = ['ffprobe', '-v', 'quiet', '-i', request.args.get('url'), '-print_format...
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from typing import Tuple import ctypes def tpictr( sample: str, lenout: int = _default_len_out, lenerr: int = _default_len_out ) -> Tuple[str, int, str]: """ Given a sample time string, create a time format picture suitable for use by the routine timout. https://naif.jpl.nasa.gov/pub/naif/toolkit...
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def survey_page(request): """View extracts the data that a volunteer fills out from the monthly survey and updates the data on app side accordingly""" if request.method == 'GET': request.session['vol_id'] = request.GET.get('id') request.session['vol_email'] = request.GET.get('email') ...
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def chebyu(n, monic=0): """Return nth order Chebyshev polynomial of second kind, Un(x). Orthogonal over [-1,1] with weight function (1-x**2)**(1/2). """ base = jacobi(n,0.5,0.5,monic=monic) if monic: return base factor = sqrt(pi)/2.0*_gam(n+2) / _gam(n+1.5) base._scale(factor) r...
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def spm(name, path, size, bos= -1, eos= -1, unk= 0, coverage= 0.9995): """-> SentencePieceProcessor trains a sentence piece model of `size` from text file on `path` and saves with `name`. """ SentencePieceTrainer.train( "--model_prefix={name} \ --input={path} \ --vocab_size...
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def list_reshape_bywindow(longlist, windowlen, step=1): """ A function to use window intercept long list into several component A list could like below, [a, b, c, d, e] Output could be [[a,b], [c,d]] where windowlen as 2, step as 2 Parameters: ------------ longlist: ...
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def generate_test_repo() -> Repository: """ gets you a test repo """ test_requester = Requester( login_or_token="", retry=False, password=None, jwt=None, base_url="https://github.com/yaleman/github_linter/", timeout=30, pool_size=10, per_page=100, ...
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from ucsmsdk.mometa.comm.CommSyslogConsole import \ def syslog_local_console_exists(handle, **kwargs): """ Checks if the syslog local console already exists Args: handle (UcsHandle) **kwargs: key-value pair of managed object(MO) property and value, Use 'print(ucscoreutil...
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import numpy def filter_inputs(inputlist, minimum_members, number_of_families): """ Removes functions that have fewer than minimum_members different hashes, and returns a subset (number_of_families) different ones. """ temp = defaultdict(list) for i in inputlist: temp[i[1]].append((i[0], i[2])) ...
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import sys def get_dataloader_workers(): """在非Windows的平台上,使用4个进程来读取的数据。""" return 0 if sys.platform.startswith('win') else 4
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def is_phone_in_call_video_tx_enabled(log, ad): """Return if phone in tx_enabled video call. Args: log: log object. ad: android device object Returns: True if phone in tx_enabled video call. """ return is_phone_in_call_video_tx_enabled_for_subscription( log, ad, get...
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from typing import Sequence def fit_t1_results(times: Sequence[float], z_expectations: Sequence[float], z_std_errs: Sequence[float] = None, param_guesses: tuple = (1.0, 15, 0.0)) \ -> ModelResult: """ Wrapper for fitting the results of a T1 experiment for a single qubit; simply extr...
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def find_mapping_net_assn(context, network_id, host_id): """ Takes in a network id and the host id to return an SEA that creates that mapping. If there's no association found, a None is returned :context: The context used to call the dom API :network_id: The neutron network id. :host_id: The Ho...
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import os def get_emergency_passphrase(): """Returns emergency passphrase provided in environment variable""" passphrase = os.environ.get(EMERGENCY_PASSPHRASE_VARIABLE) if passphrase is None: raise MissingVariableError(EMERGENCY_PASSPHRASE_VARIABLE) return passphrase
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def bubble_sort(seq): """Inefficiently sort the mutable sequence (list) in place. seq MUST BE A MUTABLE SEQUENCE. As with list.sort() and random.shuffle this does NOT return """ changed = True while changed: changed = False for i in xrange(len(seq) - 1): if seq...
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def numba_cuda_DeviceNDArray(xd_arr): """Return cupy.ndarray view of a xnd.xnd in CUDA device. """ cbuf = pyarrow_cuda_buffer(xd_arr) # DERIVED return pyarrow_cuda_buffer_as.numba_cuda_DeviceNDArray(cbuf)
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def deg2rad(dd): """Convertit un angle "degrés décimaux" en "radians" """ return dd/180*pi
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def createView(database, view_name, map_func): """ Creates and returns a Cloudant view. """ my_design_document = design_document.DesignDocument(database, "_design/names") my_design_document.add_view(view_name, map_func) return view.View(my_design_document, view_name, map_func)
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def find_modifiable_states(state_data): """ Find indices into the state_data array, Args: state_data (ndarray): States array, in the form returned by cmd_states.get_cmd_states.fetch_states Returns: (ndarray): Numeric index of states that represent dwells with modifiable chip counts ...
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import urllib def get_tool_def( trans, hda ): """ Returns definition of an interactive tool for an HDA. """ job = get_dataset_job( hda ) # TODO: could use this assertion to provide more information. # assert job is not None, 'Requested job has not been loaded.' if not job: return None...
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import os import hashlib def create_multi_file_info(directory, files, piece_length): """ Return dictionary with the following keys: - pieces: concatenated 20-byte-sha1-hashes - name: basename of the directory (default name of all torrents) ...
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def get_datasource_bounding_box(datasource_uri): """Get datasource bounding box where coordinates are in projected units. Args: dataset_uri (string): a uri to a GDAL dataset Returns: bounding_box (list): [upper_left_x, upper_left_y, lower_right_x, lower_right_y] in ...
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def instance_id(instance): """ Return id of instance in hex form. Helps in logs/debugs/development troubleshooting. """ instance_id = hex(id(instance))[2:] # remove leading 0x return instance_id
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def distributions_to_lower_upper_bounds(model, negative_allowed=[], ppf=(0.05,0.95), save_to_model=False): """ Converts distributions to uniform distributions by taking specified ppf Args: model: The model object negative_allowed: list of params which are allowed to be negative ppf:...
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def refresh_database(engine, server, jobs, source_obj, container_obj): """ This function actually performs the refresh engine: server: Engine object jobs: list containing running jobs source_obj: source object used to refresh from snapshot or timeflow container_obj: VDB container """ ...
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def create_feature_indices(header): """ Function to return unique features along with respective column indices for each feature in the final numpy array Args: header (list[str]): description of each feature's possible values Returns: feature_indices (dict): unique feature names as...
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def lower(word): """Sets all characters in a word to their lowercase value""" return word.lower()
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def band_pass(data, scale_one, scale_two): """ Band pass filter Difference of two gaussians G(data, s1) - G(data, s2) """ bp = gaussian(data, scale=scale_one) - gaussian(data, scale=scale_two) return bp
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def _in_dir(obj, attr): """Simpler hasattr() function without side effects.""" return attr in dir(obj)
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import os def file_exists(work_dir, path): """ goal: check if file exists type: (string, string) -> bool """ prev_dir = os.getcwd() try: os.chdir(work_dir) if os.path.exists(path) and os.path.isfile(path): return True else: return False ...
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import wave def save_speech(data, p): """ Saves mic data to temporary WAV file. Returns filename of saved file """ filename = 'output' # writes data to WAV file data = ''.join(data) wf = wave.open(filename + '.wav', 'wb') wf.setnchannels(1) wf.setsampwidth(p.get_sample_size(pyaudi...
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def load_stat_features_others_windows(patient_list, data_path="statistic_features.csv", statistics_list=["std_x", "std_y", "std_z"], n_others_windows=40): """ Returns: X_all_data - ndarray of shape(n_records, n_new_features), feature-vector consist of features of curre...
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def map_format(value, pattern): """ Apply python string formatting on an object: .. sourcecode:: jinja {{ "%s - %s"|format("Hello?", "Foo!") }} -> Hello? - Foo! """ return soft_unicode(pattern) % (value)
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def Cadzow(Xk, K, N, tol_ratio=10000, max_iter=10): """ Implement Cadzow denoising Parameters ---------- Xk : signal to denoise K : number of most significant members to take N : number of samples in the signal tol_ratio : min ratio of (K+1)th singular value / Kth singular value ...
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def toposortGroup(candidateIrefs): """Given a set of IRefs, returns a list of irefs toposorted based on the include graph.""" graph = {} for iRef in candidateIrefs: graph[iRef] = set(includePaths(iRef)) candidateSet = set(candidateIrefs) output = [] for group in toposort.toposort(graph):...
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def make_template(template): """Given an OpenSearch template, return a Template instance for it. >>> template = make_template('http://localhost/search?q={term}') >>> template.substitute(term='opensearch syntax') 'http://localhost/search?q=opensearch+syntax' >>> """ terms = decompose_templat...
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def search(T, dist, w, i=0): """Searches for w[i:] in trie T with distance at most dist """ if i == len(w): if T is not None and T.is_word and dist == 0: return "" else: return None if T is None: return None f = search(T.s[w[i]], dist, w, i + 1) ...
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def get_weighted_embeddings(embeddings, weights): """Multiply a sequence of word embeddings with their weights :param embeddings: a sequence of word embeddings got from embedding_lookup, size of [batch_size, seq_len, embed_dim] :param weights: a sequence of weights for each word, size of [batch_size,...
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def _adjust_values(females, males): """ Adjusting the values as the man moves in with the woman """ females = females.copy() males = males.copy() males.loc[:,"hid"] = females["hid"].tolist() males.loc[:,"east"] = females["east"].tolist() males.loc[:,"hhweight"] = females["hhweight"].tol...
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def create_other_features(data): """Create columns for each other feature extracted.""" # Features list features_list = ['Fibra_ottica', 'Cancello_elettrico', 'Cantina', 'Impianto_di_allarme', 'Mansarda', 'Taverna', 'Cablato', 'Idromassaggio', 'Piscina'] # Crea...
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def handler_good(): """Return True for a good event handler.""" return True
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def form_gov(): """ Collects the data from the government form and redirects them to the appropriate results page to report the final results """ collected_data = [] form_gov = InputData_gov() if request.method == "POST": try: collected_data.append("Government") ...
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from io import StringIO def convert_to_grayscale(buffer): """Converts the image in the given StringIO object to grayscale. Args: buffer (StringIO): The original image to convert. Must be in RGB mode. Returns: StringIO: The grayscale version of the original image. Raises: ValueError: If the prov...
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def line_visible(plaza_geometry, line, delta_m): """ check if the line is "visible", i.e. unobstructed through the plaza""" intersection_line = plaza_geometry.intersection(line) # a line is visible if the intersection has the same length as the line itself, within a given delta delta = meters_to_degree...
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def bad_gateway(message="Bad gateway"): """ A shortcut for creating a :class:`~aiohttp.web.Response` object with a ``502`` status and the JSON body ``{"message": "Bad gateway"}``. :param message: text to send instead of 'Bad gateway' :type message: str :return: the response :rtype: :class:...
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def chromatic_induction_factors(n: FloatingOrArrayLike) -> NDArray: """ Return the chromatic induction factors :math:`N_{bb}` and :math:`N_{cb}`. Parameters ---------- n Function of the luminance factor of the background :math:`n`. Returns ------- :class:`numpy.ndarray` ...
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def get_correctly_labeled_entries(all_entries): """Get entries that are labeled and evaluated as correct.""" return [ entry for entry in all_entries if convert_to_bool(entry[9]) and convert_to_bool(entry[10]) ]
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def data_context_connectivity_context_connectivity_serviceuuid_latency_characteristictraffic_property_name_delete(uuid, traffic_property_name): # noqa: E501 """data_context_connectivity_context_connectivity_serviceuuid_latency_characteristictraffic_property_name_delete removes tapi.topology.LatencyCharacteris...
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def tag_state_quantities(blocks, attributes, labels, exception=False): """ Take a stream states dictionary, and return a tag dictionary for stream quantities. This takes a dictionary (blk) that has state block labels as keys and state blocks as values. The attributes are a list of attributes to tag. ...
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import argparse def optional_list(): """Return an OptionalList action.""" class OptionalList(argparse.Action): """An action that supports an optional list of arguments. This is a list equivalent to supplying a const value with nargs='?'. Which itself only allows a single optional val...
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import os def test_exercise_2(): """Solution for exercise 2.""" dirname = os.path.dirname(os.path.realpath(__file__)) df = pd.read_pickle(f"{dirname}/material/data-consumption-function.pkl") def construct_predicted_values(income, alpha, beta, gamma): return alpha + beta * income ** gamma ...
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def instancesUserLookup(query=None, query_type=None): """ Return a list of sites to which the requested user belongs Display on /search """ if query_type == 'username': kwargs = {'$or': [{'users.username.site_owner': {'$regex': query, '$options': 'i'}}, {'users.username.site_editor': {'$re...
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def volume_kerucut_melingkar(radius: float, tinggi: float) -> float: """ referensi dari kerucut melingkar https://en.wikipedia.org/wiki/Cone >>> volume_kerucut_melingkar(2, 3) 12.566370614359172 """ return pi * pow(radius, 2) * tinggi / 3.0
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def vgg19(pretrained=False, **kwargs): """VGG 19-layer model (configuration "E") Args: pretrained (bool): If True, returns a model pre-trained on ImageNet """ if pretrained: kwargs['init_weights'] = False model = VGG(make_layers(cfg['E']), **kwargs) if pretrained: model....
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def xmprv_from_seed(seed: Octets, version: Octets, decode: bool = True) -> bytes: """derive the master extended private key from the seed""" if isinstance(version, str): # hex string version = bytes.fromhex(version) if version not in PRV: m = f"invalid private version ({version})" ...
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def load_empty_config_setup() -> DictConfig: """Return a dictionary containing all the MLOQ setup config values set to None.""" return OmegaConf.load(setup_yml.src)
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from typing import Dict from typing import Tuple def apply_dfg(dfg: Dict[Tuple[str, str], int], start_activities: Dict[str, int], end_activities: Dict[str, int], activities: Dict[str, int], parameters=None, variant=DEFAULT_VARIANT_DFG) -> Tuple[PetriNet, Marking, Marking]: """ Apply the chosen IM algorithm to...
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def make_extrap_log_func(func, extrap_x_l=None): """ Generate a version of func that extrapolates to infinitely many gridpoints. Note that extrapolation here is done on the *log* of the function result, so this will fail if any returned values are < 0. It does seem to be better behaved for SFS calc...
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def get_logger(name): """每次调用,都是一个新的 """ return LogCollector(name)
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from re import T def ShowString(name, msg): """Return a html page listing a file and a 'back' button""" return """ <!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.0//EN"> <html> <head> <title>%s</title> </head> <body> <FORM><INPUT TYPE="BUTTON" VALUE="%s" ONCLICK="history.go(-1)"></FORM> ...
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def game_loop(screen, buttons, items, music, sound, g_settings, particles=None, percentthing=None): """Manage events, return a gamestate change if it happens, and update the screen""" while True: # Check and manage event queue gs_change = gf.check_events(buttons, music, sound, g_settings) ...
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def fake_request(method, url, **kwargs): """Constructs and sends a :class:`Request <Request>`. :param method: method for the new :class:`Request` object. :param url: URL for the new :class:`Request` object. :param params: (optional) Dictionary or bytes to be sent in the query string for the :class:`Requ...
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from typing import List from typing import Dict from typing import Any from typing import OrderedDict def assert_step_match( step: Step, expected_step_func: str, expected_step_arguments: List[Dict[str, Any]], step_registry: StepRegistry, ): """Assert that the Step correctly matches in the Registry...
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from typing import List from typing import Dict import requests def get_grafana_dashboards_url(admin: bool) -> List[Dict]: """ Get a list of dashboard available to the tenant. :admin (bool) A boolean representing admin status. Return a list of dashboards dictionaries. """ urls = [] req =...
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def validate_comma_separated_list(argument): """Convert argument to a list.""" if not isinstance(argument, list): argument = [argument] last = argument.pop() items = [i.strip(u' \t\n') for i in last.split(u',') if i.strip(u' \t\n')] argument.extend(items) return argument
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def get_view(brain): """Setup for view persistence test""" fig = brain._figures[0][0] if mlab.options.backend == 'test': return fig.scene.camera.parallel_scale = 50 assert fig.scene.camera.parallel_scale == 50 view, roll = brain.show_view() return fig.scene.camera.parallel_scale, vie...
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def model_description(formula): """Interpret model formula and obtain a model description. This function receives a string with a formula describing a statistical model and returns an object of class ModelTerms that describes the model interpreted from the formula. Parameters ---------- fo...
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import argparse def setup(): """ Parse command line arguments Returns parsed arguments """ parser = argparse.ArgumentParser(description='Search Reddit Thing') parser.add_argument( 'subreddit', help="Enter the name of the subreddit to search.") parser.add_argument( ...
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def eintragen_kaeufe(kliste, id_zu_objekt, id_zu_profil): """ bekommt eine Liste von dicts mit dem Inhalt von je einer Zeile der registration-Tabelle der alten db. Außerdem ein mapping der produkt_id der alten db zu model-Instanzen der neuen. Trägt entsprechende Käufe ein und gibt dict produkt_id -> mo...
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from datetime import datetime def update_status(payload: Something, context: EventContext) -> Something: """ Updates status of payload to PROCESSED and puts previous status in history. :param payload: Something, object :param context: EventContext """ logger.info(context, "updating something ...
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def get_holdout_set(train, target_column): """This is a sample callable to demonstrate how the Environment's `holdout_dataset` is evaluated. If you do provide a callable, it should expect two inputs: the train_dataset (pandas.DataFrame), and the target_column name (string). You should return two DataFrames:...
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def field_type(value): """Return the type of the field, using the Ref object""" if isinstance(value, Ref): return "RefValue" else: return "StringValue"
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import torch def test_read_covars_manual_input(tmp_observe_class, covar_details_mapped_covar_mapped_names_tmp_observe_class, additional_text, monkeypatch): """ test reading of covars from manual input by user. Monkeypatches reliance on functi...
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def remove_overlapping_squares_v2(squares_dict, array_type): """ removes squares with min_x and min_y that are both within 40 pixels of each other :param squares_dict: dict with overlapping squares :param array_type: "Air_100" is the only one currently supported :return: dict of squares and datafram...
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def depth_to_space(x, scale, use_default=False): """Depth to space function.""" if use_default: out = tf.depth_to_space(x, scale) else: b, h, w, c = list(map(int, x.shape)) out = tf.reshape(x, [b, h, w, scale, scale, -1]) out = tf.transpose(out, [0, 1, 3, 2, 4, 5]) ou...
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