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import requests def get_resource_from_manager(resource_path, base_url=None, base_urls=None): """Get resource from the manager file server. :param resource_path: path to resource on the file server :param base_url: The base URL to manager file se...
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def reindex_like(self, other, **kwargs): """ reindex_like : re-index like another dimarray / axes instance Applies reindex_axis on each axis to match another DimArray Parameters ---------- other : DimArray or Axes instance **kwargs : Returns ------- DimArray Notes ----- ...
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def create_plotly_blob(data_list, xlabel, ylabel, title): """ Create plotly line plot object, useful for jupyter plots or generation of interactive html plots E.G. import plotly.graph_objects as go blob = create_plotly_blob([(xdata1, ydata1, label1, True), (xdata2, ydata2, label2, False)], 'x', ...
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import socket def get_internal_ipv4_address(host="8.8.8.8", port=80) -> IPv4Address | None: """Find local IPv4 address.""" s = socket.socket(socket.AF_INET, socket.SOCK_DGRAM) try: s.connect((host, port)) ip_address = IPv4Address(s.getsockname()[0]) except Exception as e: base_...
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from bolero.optimizer import fmin def fmin_cma(objective_function, x0, xL, xU, sigma0=0.01, maxfun=1000): """ Minimize objective function in hypercube using CMA-ES. This function optimizes an objective function in a search space bounded by a hypercube. One corner of the hypercube is given by xL and the o...
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from typing import Any def get_init_value(attr: XmlAttr, node_globals: InheritedDict) -> Any: """Evaluates attribute value and returns it""" stripped_value = attr.value.strip() if attr.value else '' if is_expression(stripped_value): body = parse_expression(stripped_value)[1] parameters = n...
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def set_bmc_use_attack_path_axioms(ctx, engine, source, target): """ set_bmc_use_attack_path_axioms(Int_ctx ctx, Int_engine_bmc engine, Int_net source, Int_net target) Parameters ---------- ctx: Int_ctx engine: Int_engine_bmc source: Int_net target: Int_net """ return _api.set_...
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def not_found_error(error): """ 404 error route :param error: error description :return: redirect to page route for 404 """ return page('excludes/404'), 404
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def commit(request): """See connection.Datastore.commit.""" return get_default_connection().commit(request)
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def pareto_rank_NSGA2(costs): """Algorithm from the NSGA-II paper.""" n_costs, n_objectives = costs.shape dominated_by = [set() for i in range(n_costs)] domination_counter = np.zeros(n_costs, dtype=np.int_) ranks = np.zeros(n_costs, dtype=np.int_) domination_counter2 = np.zeros(n_costs, dtype...
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import json def _GetPatchsetRevision(patchset, change_details): """Gets the corresponding revision of a given patchset. Args: patchset (int): The patchset number. change_details (dict): The format conforms to the ChangeInfo object: https://gerrit-review.googlesource.com/Documen...
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def mult_intersection(sfg_list, sim_name_list): """ Return the intersection of graphs contained in sfg_list. sim_name_list contains list of similar strings. Each string at index i corresponds to the graph at index i of sfg_list """ res = sfg_list[0] index = 1 while index < len(sfg_list):...
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def mll_helper(objective, dataloaders, epoch, agg): """Estimate marginal log likelihoods.""" # First estimate MLL on the validation set. tic = perf_counter() mll = estimate_marginal_log_like(objective, dataloaders['valid']) toc = perf_counter() agg['valid_mll'].append(mll) agg['valid_mll_epoch'].append(epoch) p...
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def markov_forward(p0, A): """Calculate the forward predictive distribution in a discrete Markov chain Args: p0 (numpy vector): a discrete probability vector A (numpy matrix): the transition matrix, A[i,j] means the probability to switch FROM i TO j Returns: p1 (numpy vector): ...
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def getDrowAnnotationLine(ann): """ levels: 0: eye state (right) 1: eye state(left) """ bodyAnnId = ann[0] a1Ann = 0 if bodyAnnId == 0: # open a1Ann = 0 elif bodyAnnId == 1: # close a1Ann =1 elif bodyAnnId == 2: # opening a1Ann= 2 elif bodyAnnId == 3: # cl...
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def select_angular_grid(lebedev_order): """find closest Lebedev grid of requested order""" n_lebedev = abs(np.array(Lebedev_Lmax) - lebedev_order).argmin() Lmax = Lebedev_Lmax[n_lebedev] if lebedev_order != Lmax: print( "No grid for order %s, using grid which integrates up to Lmax = %s exactly i...
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from typing import Sequence from typing import Union from typing import Tuple from typing import Optional def send_email( # noqa recipients: Sequence[Union[str, Tuple[str, str]]], subject: str, text: str = "", html: str = "", sender: Union[str, Tuple[str, str]] = "", files: Optional[Sequence[...
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def api_get_threads(board_id): """Returns a list of threads""" # parse args arg_limit = request.args.get('limit', default=10, type=int) arg_offset = request.args.get('offset', default=0, type=int) # validate args if arg_limit <= 0 or arg_limit > config['MAX_THREADS_PER_PAGE']: arg_limit = config['MAX_...
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from bigflow import schema_pcollection def _ret_dict_handler(ret_dict, record_val): """ 内部函数 """ inter_type_keys = [] inter_type_values = [] inter_type_flag = False ptype_keys = [] ptype_values = [] ptype_flag = False for key, value in ret_dict.items(): if isinstance(value, pt...
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import io def usgs_ma_call(*, resp, year, **_): """ Convert response for calling url to pandas dataframe, begin parsing df into FBA format :param url: string, url :param resp: df, response from url call :param args: dictionary, arguments specified when running flowbyactivity.py ('year'...
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def make_collision_events(sorting, delta): """ Similar to count_matching_events but get index instead of counting. Used for collision detection Parameters ---------- sorting: SortingExtractor The sorting extractor object for counting collision events delta: int Numb...
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def bookOOF(): """Book OOF day""" # check if POST used if request.method == "POST": # store OOF details in variables startDate = request.form.get("startDate") endDate = request.form.get("endDate") halfDay = request.form.get("halfDay") oofType = request.form.get("oofT...
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def get_movie_title(movie_id): """ Author: Alexander Dahl Date: 2017-11-01 Last update: 2017-11-13 Purpose: returns the movie title from a movie id input :param movie_id: :return: movie name as string """ return RetrieveMovie().retrieve_movie(movie_id).title
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def get_indices_of_A_in_B(A, B): """Return the set of indices into B of the elements in A that occur in B Parameters ---------- A : list The "needles" B : list The "haystack" Returns ------- list Indices into B of elements in A occuring in B """ s = s...
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def evaluate_arithmetic_expression(expression): """ Evaluate an arithmetic expression using Dijkstra's two stack algorithm. The function assumes that each subexpression is enclosed in parenthesis. e.g. ( 1 + ( 2 * ( 3 / 7 ) ) ) It is also assumed that at least one operator and two operands are pr...
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def load_proposal_roidb(dataset_name, image_set_name, root_path, dataset_path, result_path=None, proposal='rpn', append_gt=True, flip=False): """ load proposal roidb (append_gt when training) """ imdb = eval(dataset_name)(image_set_name, root_path, dataset_path, result_path) gt_roid...
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from typing import Type from typing import Callable from typing import Iterable from re import T from typing import AsyncGenerator def catch( exc_type: Type[TException], handler: Callable[[TException], Iterable[T]] ) -> StreamGenerator[T, T]: """ Catches any raised exception that is an instance of the giv...
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def cvp_from_torch_fn(): """Create CVPConv2d from Conv2d.""" torch_layer = torch_fn() return CVPConv2d.from_torch(torch_layer)
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def format_md(text: str) -> str: """ Format MarkDown with mdformat. """ return mdformat.text( text, options={ "wrap": 79, }, )
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def stable_non_blocking_container_selector(available_containers, box, packer=None, packed_boxes=None, all_boxes=None, **kwargs): """ Selects...
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def size_str(size): """ size: number of bytes Return a human-readable string. """ if size is None: return None for unit in ('', 'k', 'm', 'g', 't'): if size < 100 and size != int(size): return '%.1f%s' % (size, unit) if size < 1024: return '%d%s' ...
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def chord_symbol_root(chord): """ Return the midi pitch associated to the chord root. Args: chord (str or ChordalPy.Chord): a representation of a chord symbol for which the root is extracted. It can be either a string or a ChordalPy.Chord instance if the chord has already b...
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def get_instructions(content_tree, namespaces): """find all text links that have a py3o """ xpath_expr = "//text:a[starts-with(@xlink:href, 'py3o://')]" return content_tree.xpath( xpath_expr, namespaces=namespaces )
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def _proto_lens_fields_file(path): """The fields file from `proto-lens-protoc` when run on the given `path`. """ path = path[:-len(".proto")] result = "/".join([_camel_case(p) for p in path.split("/")]) + "_Fields.hs" return "Proto/" + result
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def api_instances(request): """Test utility.""" auth = get_auth(request) obj = Instances(auth=auth) check_apiobj(authobj=auth, apiobj=obj) return obj
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import torch def sample_px_locations_uniformly( batch_domain_indices: torch.Tensor, unique_domain_idxs: np.ndarray, w: int, h: int, initial_sample_num: int ): """ We are given a list of which batch examples belong to which domains. We first sample an array of uniformly r...
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from astropy.convolution import Box1DKernel def write_vmax(cubein, outfile=None, errorfile=None, rms=None, channel_correlation=None, overwrite=True, unit=None, window=None, return_products=True): ...
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def harmonic_frequencies(freqs): """ write harmonic frequencies (cm^-1) to a string (cm^-1) """ assert list(freqs) == sorted(freqs) return _frequencies(freqs)
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def _attach(name): """ :param name: name of cluster :type name: str :rtype: None """ c = cluster.get_cluster(name) if not c: raise DCOSException("Cluster [{}] does not exist".format(name)) if c.get_status() == cluster.STATUS_UNCONFIGURED: return setup(c.get_url(), provi...
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def get_ce_alexnet(): """Returns Corruption Error values for AlexNet""" ce_alexnet = dict() ce_alexnet['Gaussian Noise'] = 0.886428 ce_alexnet['Shot Noise'] = 0.894468 ce_alexnet['Impulse Noise'] = 0.922640 ce_alexnet['Defocus Blur'] = 0.819880 ce_alexnet['Glass Blur'] = 0.826268 ce_ale...
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import torch def ridge_one_hot_encoding(s, length, vocab=vocab): """one hot encodes seqs for ridge regression""" #ll_train = list(ds) #seq = [i[0] for i in all_train] #target = [i[1] for i in all_train] #tokenizer = Tokenizer(vocab) # tokenize #s = [torch.tensor(tokenizer.tokenize(i)).view(-1...
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def step_rmd(model, decoder, reconstructor, xs, ys, optimizer, l_rec_coeff=1.0, l1_coeff=0.0): """One optimization step.""" # xs - observations + actions # ys - next observations # converting dtype xs = np.array(xs, dtype=np.float32) ys = np.array(ys, dtype=np.float32...
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import string def safe_id(id): """ Make sure meeting-ids are safe We try to keep meeting IDs to a safe subset of characters. Not sure if Jitsi requires this, but I think it goes on some URLs so easier to be safe. """ return escape(id, safe=string.ascii_letters + string.digits + '-')
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from typing import List from typing import Tuple def _compute_stats(values: List[float]) -> Tuple[float, float, float, float]: """ compute mean, std, min, max from a list of float """ np_values = np.array([value['value'] for value in values]) return np_values.mean(), np_values.std(), np_values.min...
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import numpy def get_gfa_centre(rot, boresight, observatory='apo', r1=None, r2=None): """Determines the coordinates of the centre of a GFA. Parameters ---------- rot : float The rotation of the GFA, with respect to the boresight, in degrees. boresight : tuple A tuple with the righ...
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def get_scheduler(args, optimizer): """ Initialize and return scheduler object. FixMatch uses a learning rate scheduler, which applies a cosine learning rate decay over the course of the training process. Parameters ---------- args: argparse.Namespace Namespace that contains all command...
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def view_top_blocks(number, state): """ View a number of top blocks for a given state. :param number: Number of blocks :param state: difficulty | elapsed_time | block_reward | hash_power | height | nonce | number_of_transaction :return: HTML """ # Reverse order to display latest ones to olde...
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import torch import scipy def masks_to_flows_gpu(masks, device=None): """ convert masks to flows using diffusion from center pixel Center of masks where diffusion starts is defined using COM Parameters ------------- masks: int, 2D or 3D array labelled masks 0=NO masks; 1,2,...=mask labe...
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def get_version(): """ Return a string with the current version of the library. :rtype: ``string`` :return: Library version (e.g., "0.1.0"). """ return __version__
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import re def is_excludable(request): """ Test if the user is know (using its key) """ meta = request.META excluded = Exclude.objects.all() excludable = excluded.filter(exclude_IP=meta.get('REMOTE_ADDR')).only('id').count() > 0 excludable |= View.objects.filter(session_key=request.session....
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def gan_loss(logits, is_real=True): """Computes standard gan loss between logits and labels Arguments: logits {[type]} -- output of discriminator Keyword Arguments: isreal {bool} -- whether labels should be 0 (fake) or 1 (real) (default: {True}) ...
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import pickle def retest_model( savepickleas, features, df, obj, test_model_start, test_model_end): """This function tests the model for the sensor of interests (obj) on data that may or may not be calibrated, in the date range constrained by test_model_star...
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import signal def log_likelihoodJoint(theta, x, y, data, var, size): """ Logarithm of the likelihood function for joint fitting. Not really sure if this is right... """ #unpack the parameters #[xpos, ypos]*images) +[amplitude, radius, focus]) images = len(theta[:-5]) / 2 peak, radius, focu...
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from typing import OrderedDict def parse_resource(ctx, property_name, parent_object): """ Parse and extract resource with name. Parsing happens in a separate function(this) because resource's parsing requires additional actions to decide what to parse/not parse (when parsing methods). :param ct...
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def est_n_crews(m, sites): """ Estimate the number of mobile crews required to survey all sites within a campaign. This function will find estimate number of crews based on an estimate of sites per day a single crew is able to accomplish. If the function fails (usually non mobile method) n_crews of 1 wi...
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import logging def get_n_patients(df, n=1): """ Select n random patients Filter the data frame by this patients Use the Fold 0 split as default Override the modality for all random selected patients to "train" return filtered df :param df: :param n: :param fold: :return: ""...
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def get_usrid_from_league(league): """ get user id from a league and put them into a list :param league: LeagueDto: an object contains league information :return: usrid """ entries = league['entries'] usrid = [] for entry in entries: usrid.append(entry['playerOrTeamId']) usri...
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from openeye import oechem def score(molecule, field='Hybrid2'): """Return the docking score""" value = oechem.OEGetSDData(molecule, field) return float(value)
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def num_connected_components(g): """ Given a graph, count connected components. :param g: input graph :return: number of connected component sub-graphs """ return len(set(label_components(g)[0]))
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from typing import Sequence from typing import Any from typing import Callable from typing import Tuple from typing import Optional def distance_in_list( list_data: Sequence[Any], start_index: int, direction: int, filter_function: Callable[[Any], bool], ) -> Tuple[Optional[int], Optional[int]]: ""...
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def svn_ra_check_path(*args): """ svn_ra_check_path(svn_ra_session_t session, char path, svn_revnum_t revision, apr_pool_t pool) -> svn_error_t """ return _ra.svn_ra_check_path(*args)
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def _fill_zeros(result, x, y, name, fill): """ if this is a reversed op, then flip x,y if we have an integer value (or array in y) and we have 0's, fill them with the fill, return the result mask the nan's from x """ if fill is not None: if name.startswith('r'): x...
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def shake_n_bake_safe_init(A_mat, b_vec, feas_pt): """ Projects a feasible point to a random facet. """ m, n = A_mat.shape ix = np.random.choice(m) a_row = A_mat[ix] + np.random.randn(n) * RTOL bd_pt = get_next_bd_pt(A_mat, b_vec, feas_pt, a_row) assert is_bd(A_mat, b_vec, bd_pt), 'SB in...
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import math def polar_2_car_1(phi_list): """ Function: Convert polarization coordinate to euclidean Refer: 三维空间中直角坐标与球坐标的相互转换 https://www.cnblogs.com/hans_gis/archive/2012/11/21/2755126.html 没有讲高维空间的坐标转换,也找不到其他的博客,只能模仿这个 paper0 Eq 1 paper1 Eq 1 ...
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def temperature(mesh): """Mean annual temperature. Currently assumes a temperate latitude Returns ------- float Mean annual temperature in C """ norm_el = mesh.elevation - np.percentile(mesh.elevation[mesh.water == 0], 2) norm_el /= norm_el.max() minimum = 0 maximum = 24 ...
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from typing import List def build_callbacks(cfg: ListConfig, *args: Callback) -> List[Callback]: """Instantiate the callbacks given their configuration. Args: cfg: a list of callbacks instantiable configuration *args: a list of extra callbacks already instantiated Returns: the co...
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from typing import List def public_user_permissions(info, user_pk: int) -> List[BasePermissionEnum]: """Resolve permission for access to public metadata for user. Customer have access to own public metadata. Staff user with `MANAGE_USERS` have access to customers public metadata. Staff user with `MAN...
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import math from typing import List def standard_env() -> Env: """Create the standard top-level environment (variable namespace) with some Scheme standard procedures.""" env = Env() env.update(vars(math)) # sin, cos, sqrt, pi, ... env.update({ '+':op.add, '-':op.sub, '*':op.mul, '/':op.truediv...
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def keep(tweet): """in goes one tweet parsed json returns True/False do we want it or not""" htags=set(h["text"].lower() for h in tweet["entities"]["hashtags"]) return htags&focus_h_tags
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def humanized_time_interval_to_milliseconds(interval: str) -> int: """Converts a human readable time interval to milliseconds. :param interval: A human readable time interval. :returns: Time interval in milliseconds. """ interval = interval.lower() try: int(interval) except ValueEr...
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from typing import Match def _get_body(): """Return the body used by MultipartRequest message.""" return AggregateStatsRequest(match=Match())
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def clean(path): """ clean latex generated temporary files """ removed_list = [] files = os.listdir(path) for file_name in files: f = os.path.abspath(os.path.join(path, file_name)) if os.path.isfile(f): ext = os.path.splitext(f)[-1] if (ext in TOBE_RM) or (ext.endswith("~")): print '** Remove file ...
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def Irradiance(*args): """ (read) Get the present value of the Irradiance property in W/sq-m (write) Set the present Irradiance value in W/sq-m """ # Getter if len(args) == 0: return lib.PVSystems_Get_Irradiance() # Setter Value, = args lib.PVSystems_Set_Irradiance(Value)
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import string def apply_object_attributes_to_template(template, value_object): """Generate a string from the template by applying values from the given object. If the template provided is not a template (not have any placeholders), this will not have any effect and template will be returned unchanged. ...
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def reply_message(from_number, text="Thanks, we've received your message.", to_number=_SERVICE_NUMBER): """ :param from_number: get who send this message :param text: this is the default message :param to_number: here, we just have 1 service number, if the app need send many messages, maybe have more th...
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def create_model(): """Constructs a model.""" model_ = tf.keras.Sequential( [ tf.keras.layers.Conv2D(32, 3, activation="relu"), tf.keras.layers.MaxPooling2D(), tf.keras.layers.Conv2D(64, 3, activation="relu"), tf.keras.layers.MaxPooling2D(), tf...
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def filter_closing(ws, cutoff, size=5): """ 3D morphological closing filter (i.e. erosion first and then dilation). :param ws: input workspace :type ws: Workspace :param cutoff: cutoff to binarize image :type cutoff: tuple(int, int) :param size: size of the spherical windows used :type size...
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def app(request): """Session-wide test `Flask` application.""" app = create_app('config.TestingConfig') ctx = app.app_context() ctx.push() def tearDown(): ctx.pop() request.addfinalizer(tearDown) return app
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from datetime import datetime def file_download_event_builder(event, sender_app, obj=None, **kwargs): """Build a file-download event.""" event.update(dict( # When: timestamp=datetime.datetime.utcnow().isoformat(), # What: bucket_id=str(obj.bucket_id), file_id=str(obj.fi...
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def daily_file_paths_in_date_range(hemisphere, start_date, end_date, search_paths): """Return a list of filenames containing data for the given hemisphere within the inclusive range defined by the given start and end dates. """ period_index = pd.period_range(start_date, end_date, freq='D') return _...
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from typing import Optional def get_log(log_group_id: Optional[str] = None, log_id: Optional[str] = None, opts: Optional[pulumi.InvokeOptions] = None) -> AwaitableGetLogResult: """ This data source provides details about a specific Log resource in Oracle Cloud Infrastructure Logging se...
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def _create_graph_def_circle() -> tf.GraphDef: """ -> Relu -- / \ # noqa: W605 px -> Add -> Mul Mul -> Relu / / \ / py - c - -> ABS -- """ g = tf.Graph() dtype = np.float32 shape = [...
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def get_settings(connection, id, include_access=False, offset=0, limit=-1, error_msg=None): """Update the governing setting of the user group id. Args: connection: MicroStrategy REST API connection object id (string): ID of user group containing your required privileges include_access (...
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def create_enrollment_track_partition(course): """ Create and return the dynamic enrollment track user partition. If it cannot be created, None is returned. """ used_ids = {p.id for p in course.user_partitions} if ENROLLMENT_TRACK_PARTITION_ID in used_ids: log.warning( "Can'...
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def get_html_mouseover(): """html content for mouseover mode. Returns: mouseover html """ return """<!DOCTYPE HTML><html lang="en-us"> <head> <meta name="ad.size" content="width=[[width]],height=[[collapsedHeight]]"> <script> var clickTag = "[[clicktag_url]]"; var ads = { }; ads.receiveMessage = functi...
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def urlconf(patterns, do_not_autogenerate=True): """ A custom url configuration for this action, just like in Django's urls.py. The custom urlconf applies after the urlconf for the controller, unless erase is true. Example: `["/user/(?P<user_id>\d+)/"]` :param patterns: a url pattern or a list of ...
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def note2ratio(note, cents=0): """ Converts semitones to a frequency ratio. """ ratio = 2 ** ((note + cents / 100) / 12) return ratio
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def indexmod(a, b, span=None): """Compute the remainder of indexdiv. a and b are non-negative. Parameters ---------- a : PrimExpr The left hand operand, known to be non-negative. b : PrimExpr The right hand operand, known to be non-negative. span : Optional[Span] The l...
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def list_of_dict_to_list(data, key): """ Given a list of dicts, return a list of values for a given key. Crashes badly if the key is not present in each dict entry. @param data: the list of dicts @type data: list of dict @param key: the key to look for in the dict @type key: str @retur...
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def process_modifications(cfg): """ Process modifications to an configuration composition. Parameters ----------- cfg : :class:`dict` Configuratiion dictionary. Returns -------- cfg : :class:`dict` Configuratiion dictionary. """ if "modifychem" in cfg: m...
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def parseEccuEvents(json_object, fromTimeStamp, eventsSelector): """ Parse a JSON object with a list of events obtained from ECCU Event API. :param json_object: a JSON object that contains the array of events as returned by ECCU API :type json_object: a native Python JSON object :param fromTimeStamp: timestamp to s...
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def get_cifar10(): """ Retrieve the CIFAR dataset and pre-process data. """ # Set defaults num_classes = 10 batch_size = 64 input_shape = (3072,) # Get the data. (x_train, y_train), (x_test, y_test) = cifar10.load_data() x_train = x_train.reshape(50000, 3072) x_test = x_test...
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import aiohttp import json import asyncio async def gelbooru(ctx, tag, page='1'): """Searchs gelbooru. Usage: gelbooru [tag]""" if not ctx.channel.is_nsfw(): await ctx.send("Please run this command on an nsfw channel.", delete_after=5) return 1 if not page or page == '' or page == ' ' or ...
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def to_sdp(passage, test=False, tree=False, mark_aux=False, *args, **kwargs): """ Convert from a Passage object to a string in SemEval 2015 SDP format (sdp) :param passage: the Passage object to convert :param test: whether to omit the top, head, frame, etc. columns. Defaults to False :param tree: whet...
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import json def experimentExport(request, experiment_id): """ Exports an experiment to a JSON file """ json_data = ExperimentAdmin.exportToJSON(experiment_id) response = HttpResponse(json.dumps(json_data), content_type='application/json') response['Content-Disposition'] = 'attachment; filename...
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def brepgprop_LinearProperties(*args): """ * Computes the linear global properties of the shape S, i.e. the global properties induced by each edge of the shape S, and brings them together with the global properties still retained by the framework LProps. If the current system of LProps was empty, its global prope...
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from typing import Callable from typing import Tuple from typing import Mapping from typing import Union from typing import Sequence def _find_all_tree(tree: dict, func: Callable, args: Tuple, kwargs: Mapping ) -> Union[Sequence[dict], None]:...
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def loginview(request): """Login view.""" email = request.POST.get('email') context = basecontext(request, 'login') result, user = None, None if email is not None: password = request.POST.get('password') user = authenticate(username=email, password=password) if user is No...
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def prompt(message, validator=lambda x: True, input_to_option=lambda x: x, default_value=None, options_to_print=None): """ Prompt the user a message with optionally some options. :param message: the message to show to the user :param validator: a function that predicates if the input is correct :pa...
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import tokenize import jinja2 import math def result_sort_key(tokens): """ The sort key function for the search results Input: response_item: the tuple of (code, snippet) output: sortable value, the greatest first """ def similarity(tokens, snippet): target_tokens = lem...
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