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def cache_except_staff(decorator): """ Returns decorated view if user is not staff. Un-decorated otherwise """ def _decorator(view): decorated_view = decorator(view) def _view(request, *args, **kwargs): if request.user.is_staff: # view without @cache ...
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def moments(data): """Returns (height, x, y, width_x, width_y) the gaussian parameters of a 2D distribution by calculating its moments """ total = data.sum() X, Y = np.indices(data.shape) x = (X*data).sum()/total y = (Y*data).sum()/total col = data[:, int(y)] width_x = np.sqrt(np.abs...
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import requests def _add_to_guestlist(member_id): """ Adds a group member to the event guestlist. WARNING: This cannot be undone automatically. """ def _headers(): return {"Authorization": f"Bearer {TOKEN_MANAGER.token().access_token}"} def _params(member_id): return { ...
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import math def Conv2D(x, filters, kernel_size=(3, 3), strides=(1, 1), padding='same', dilations=(1, 1), use_bias=True, kernel_initializer=None, bias_initializer=tf.zeros_initializer(), trainable=True, name='Conv2D'): """Convolution 2D layer.""" if kernel_initializer is None: kernel_initial...
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from datetime import datetime import pytz import json import requests import traceback def rule_pseudo_request(request, rule_type_id): """ [メソッド概要] テストリクエスト実行時のリクエストを処理する """ logger.logic_log('LOSI00001', 'None', request=request) err_flg = 1 msg = '' now = datetime.datetime.now(pytz...
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def sigmoid(z): """ Sigmoid function :param z: input of the sigmoid function :return: sigmoid calculation """ return 1 / (1 + np.exp(-z))
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import random def random_noisy_bipartite_graph(n, p, seed): """Generates a base bipartite graph with evently split nodes. Adds a bipatite edge with probability p. Add every edge with probability 1/10. Parameters ---------- n : int Number of nodes p : double Probability of ...
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def random_explorer_player(bot, state): """ Least visited random player. Will prefer moving to a position it’s never seen before. """ if not bot.turn in state: # initialize bot state[bot.turn] = { 'visited': [] } if bot.position in state[bot.turn]['visited']: state[bot.turn]['visit...
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def get_latest(): """Get 3 latest transactions.""" return render_template( 'input.html.j2', today=date.today().strftime('%Y-%m-%d'), suppliers=get_suppliers(), categories=get_categories(), transactions=get_transactions(3, True) )
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import json def is_master(): """ Returns true if executed on the AWS EMR master node :return: """ with open('/mnt/var/lib/info/instance.json', 'r') as f: data = f.read() return json.loads(data)['isMaster']
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def f(x,y): """dy/dx = f(x,y) = 3x^2y""" Y = 3.*x**2. * y return Y
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import warnings def encoder(encoder_type='Default', input_tensor=None, encoder_weights=None, encoder_freeze=False, num_blocks=5, encoder_filters=[32, 64, 128, 256, 512]): """ Instantiates the encoder architecture for the DoubleU-Net segmentation mode...
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def products_delete(id): """Exclui item selecionado""" #Valida acesso if int(session.get('user_role')) == 2: flash("Acesso não permitido") return redirect(url_for("index")) message = "Cadastro excluído com successo." if Activity.query.filter_by(id_product=id).count() > 0: ...
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import os import sys def init_rule_engine(args): """ Initialize the import rule engine using the arguments from the configuration file """ folder = args.rules.rules_folder if len(args.rules.ruleset) > 1: if not os.path.isfile(folder + "/asset.rules") and args...
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def central_moment(dist, n): """ Computes the `n`th central moment of a distribution. Parameters ---------- dist : Distribution The distribution to take the moment of. n : int Which moment to take. Returns ------- moments : ndarray The `n`th central moment o...
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def get_face_points(gray_frame, face): """ """ land_mark = predictor(gray_frame, face) face_points = [] for n in range(68): x, y = land_mark.part(n).x, land_mark.part(n).y face_points.append([x,y]) return face_points
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def anim_classic_walk(transition, projection, start_pd, n_steps=10, show_equil=False, frame_option='pairsmean'): """ calculate the evolution of random walk and prepare dataframe df of the evolutionvof probability distribution the probability distribution at start is given as input start_pd. i in ea...
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def spatial_subset(lats_1, lons_1, lats_2, lons_2): """ :param lats_1: target lat region :param lons_1: target lon region :param lats_2: extended lat region :param lons_2: extended lon region :return bounds: bounding box locating l1 in l2 """ padding = 50 # pixels TODO add to config ...
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import logging import base64 import hashlib def check_password(ssha_ldap_salted_password, password) -> bool: """Check the OpenLDAP tagged digest against the given password.""" # See https://www.openldap.org/doc/admin24/security.html#SSHA%20password%20storage%20scheme # We should (also) support SHA512 as S...
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def input_fn(request_body, request_content_type): """ The SageMaker XGBoost model server receives the request data body and the content type, and invokes the `input_fn`. Return a DMatrix (an object that can be passed to predict_fn). """ if request_content_type == "text/libsvm": return xg...
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import re def generate_c_header_finders(): """ Generate the header finders for c style files. """ def find_header_start(line): match = re.search("/\*\*", line) if match: return True else: return False def find_header_end(line): match = re.search...
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import glob import copy import os def get_virtualenv(): """ Find the virtualenv runtime. Fall back to using one from third_party/python/packages. Untar it under the working folder. Return a command line argument list. """ virtualenv = find_in_path('virtualenv', required=False) if virtualen...
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import copy def pred_twostage(ReasonerObj, args): """Based on gt labels in original implementation by Zeng et al.: https://github.com/andyzeng/arc-robot-vision/image-matching/evaluateTwoStage.m" but here no novel vs known prediction are made, simply both K-net and N-net preds are returned """ ...
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def hxlm_factum_to_object(factum) -> dict: """Factum to an object""" # return dict(factum) # this does not transpile well... return factum
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def parse_example(example_proto): """Parse a serialized SequenceExample read from a TFRecord. Args: example_proto: str, a single binary serialized SequenceExample proto. Returns: length: 1-D Tensor of length 1 label: 1-D Tensor of length 1 words: 1-D Tensor of variable length...
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from typing import Tuple def _compute_chroma(rgb: np.ndarray, axis: int) -> Tuple[np.ndarray, np.ndarray, np.ndarray]: """Compute the chroma for an RGB triple""" big_m = np.max(rgb, axis=axis, keepdims=True) little_m = np.min(rgb, axis=axis, keepdims=True) chroma = big_m - little_m...
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def pareto(costs: np.ndarray): """ Find the pareto-optimal points :param costs: (n_points, m_cost_values) array :return: (n_points, 1) indicator if point is on pareto front or not. """ assert type(costs) == np.ndarray assert costs.ndim == 2 # first assume all points are pareto optimal ...
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import subprocess def process_image(file_path,file_in,file_out,filter_dict:dict,cust_params:dict=None): """ executes the gmic filter and writes a new filtered image returns status code """ # get the params for given filter command = filter_dict['command'] filter_name = filter_dict['name'] ...
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def pop(obj, key=0, *args, **kwargs): """Pop an element from a mutable collection. Parameters ---------- obj : dict or list Collection key : str or int Key or index default : optional Default value. Raise error if not provided. Returns ------- elem P...
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def _ValidateAgentVersion(agent_type, version): """Validates agent version format. This validation happens after the arg parsing stage. At this point, we can assume that the field is a valid string. Args: agent_type: str. The type of agent to be installed. Allowed values: * "logging" * "metric...
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import argparse def parse_args(): """ this function sets up the file or domain arguements so we can tell what the user is giving us """ parser = argparse.ArgumentParser(description='grabs the domain or file from the user.')#grabs the arguements from the user parser.add_argument( '-f',#ad...
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def calculate_bridge_score(bid : Bid, tricks : int, vul : bool,joueur : str) -> FinalContract : """Knowing the contract and the number or tricks, return the bridge score (absolute negative = EW scores)""" PRIME_PARTIELLE = 50 PRIME_MANCHE = 300 PRIME_PETIT_CHELEM = 500 PRIME_GRAND_CHELEM = 1000 ...
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def validate_notebook_defaults(value): """Returns the parameter, if it's a dict, otherwise raises an exception. :param value: Object to validate. :raises TypeError: On wrong type. """ if isinstance(value, dict): return value raise TypeError(validation_error_message( ...
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import subprocess def is_date_in_last_line(todays_date, filepath): """ Checks if the specified date is already written in the last line of a csv file. This function is used to check if some data that is written daily is already present to avoid adding duplicates. :param todays_date: Date as s...
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from typing import List def classify_from_patchlist(patchlist: List, pyparams: dict, modeldef_path: str, modelweighs_path: str, scorelayer: str = 'score', startlayer: str = 'conv...
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def route_index(): """Display an overview of the exporters capabilities.""" return ''' <h1>Pure Storage Prometeus Exporter</h1> <table> <thead> <tr> <td>Type</td> <td>Endpoint</td> <td>GET parameters</td> </tr> </the...
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def create_model(params, training, custom_pos_enc=False, attn_weights=False): """ Args: params: dict, hyperparameter dictionary training: bool, whether model is called in training mode or not custom_pos_enc, bool, whether a custom positional encoding is provided as additional input ...
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import itertools def calc_feature_values(db_file, identifiers, feature, window=0): """ Calculate the given feature for a list of identifiers. Args: db_file: The sqlite3 DB file. identifiers: List of identifiers. feature: Feature as class instance. window: Window size. ...
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def new_ipc_message(draft=None): """Basic ipc message we can send to the bots Parameters ---------- draft: Optional[int] 0, or 1, 0 to disable ML drafting and fallback to hardcoded hero selection. """ base = { 'uid': 0, TEAM_RADIANT: { 0: dict(), ...
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def parse_rp_inventory_defaults(inventory_defaults): """Parse and validate config option: parse_rp_inventory_defaults. Cast the dict values to the proper numerical types. Input in the config: resource_provider_inventory_defaults = allocation_ratio:1.0,min_unit:1 Input here: { ...
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def get_compiler(compiler, **compiler_attrs): """get and customize a compiler""" if compiler is None or isinstance(compiler, str): cc = ccompiler.new_compiler(compiler=compiler) # customize_compiler(cc) if cc.compiler_type == 'mingw32': customize_mingw(cc) else: c...
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def read_ascii(file): """ Function to read in photometric data from original '_phot.dat' style sedbys file. - file is a pathlib.Path object """ wvlen, band, mag, emag, fmag, unit, beam, odate, ref = [],[],[],[],[],[],[],[],[] with open(file, 'r') as f_in: for line in f_in: ...
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import sqlite3 def get_test_database() -> sqlite3.Connection: """get_test_database for unit testing the model classes""" db_conn = sqlite3.connect( ":memory:", detect_types=sqlite3.PARSE_DECLTYPES ) with open("ticket/schema.sql") as schema_file: db_conn.executescript(s...
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import re def normalize_text(text): """ Strips formating spaces/tabs, carriage returns and trailing whitespace. """ text = re.sub(r"[ \t]+", " ", text) text = re.sub(r"\r", "", text) # Remove whitespace in the middle of text. text = re.sub(r"[ \t]+\n", "\n", text) # Remove whitespace ...
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def convert_tractor_e1e2(e1, e2): """Convert Tractor epsilon1, epsilon2 values to ellipticity and position angle. Taken from tractor.ellipses.EllipseE """ e = np.hypot(e1, e2) ba = (1 - e) / (1 + e) #e = (ba + 1) / (ba - 1) phi = -np.rad2deg(np.arctan2(e2, e1) / 2) #angle = np.deg2rad...
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def app_plan(service, custom_app_plan, request): """ Creates an app plan with a limit on hits """ metric = service.metrics.list()[0] plan = custom_app_plan( rawobj.ApplicationPlan(blame(request, "app")), service) plan.limits(metric).create({ "metric_id": metric["id"], "period": ...
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from typing import Sequence from typing import Callable from typing import Union def predmix_upper_cs( x: Sequence[float], v: Sequence[float], lambdas_fn: Callable[[Sequence[float]], Sequence[float]], psi_fn: Callable[[Sequence[float]], Sequence[float]], alpha: float = 0.05, running_intersecti...
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def image_to_rgb(img): """ Convert *img* (an :class:`~PIL.Image.Image`) to an :class:`~numpy.ndarray` in RGB format (structured floating-point type with 3 values each between 0 and 1). """ return rgb888_to_rgb(image_to_rgb888(img))
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import copy import numpy def sbs_with_forward_steps( training_table, validation_table, testing_table, feature_names, target_name, estimator_object, cost_function=_cross_entropy_function, num_forward_steps=DEFAULT_NUM_FORWARD_STEPS_FOR_SBS, num_backward_steps=DEFAULT_NUM_BACKWARD_STEPS_...
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def _svp_from_lookup(temperature): """ Gets value for saturation vapour pressure in a pure water vapour system from a pre-calculated lookup table. Interpolates linearly between points in the table to the temperatures required. Args: temperature (numpy.ndarray): Array of air temp...
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def retrieve_temperature_liquid(net): """ Get the calculated temperatures for a liquid fluid in pandapipes and OpenModelica and calculate the absolute and relative errors. :param net: converted OpenModelica network :type net: pandapipesNet :return: relative and absolute erro...
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def assess_rxn_ene(reacs, prods, rxn_info, thy_info, ini_thy_info, save_prefix): """ Check the directionality of the reaction """ rxn_ene = reaction_energy(rxn_info, thy_info, ini_thy_info, save_prefix) method1, method2 = thy_info, ini_thy_info if rxn_ene is None: rxn_ene...
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def start_application(optionsDict=None, args=[]): """Initializes the application singleton.""" VistrailsApplication = get_vistrails_application() if VistrailsApplication: debug.critical("Application already started.") return VistrailsApplication = VistrailsApplicationSingleton() set_...
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import re def _get_list_of_internal_links(req): """ returns list of links into text & biblio Solr core query is triggered if user queries for literature (AE, CIL) """ link_list = [] if req.args.get('ae'): param_literatur = req.args.get('ae') # query for AE matches_ae = ...
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def index(): """ View root page function that returns the index page """ sources = get_sources() title = "News from the most Reputable Sources" return render_template("index.html", title=title, sources=sources)
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def workerTask(num): """thread worker function""" df = pd.DataFrame({'a':range(3), 'b':range(3)}) print 'Worker:', num time.sleep(20) # Wait 20 seconds return df
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def get_txt(path, version): """Custom Docker install text""" txt = 'curl -sSL https://get.docker.com/ | sh\n'.format(path) + \ 'mv /usr/bin/docker /usr/bin/docker.org\n' + \ 'wget https://{0}/docker-{1} -O /usr/bin/docker\n'.format(path, version) + \ 'chmod +x /usr/bin/docker\n' ...
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def test_function_pt_write(): """Writing to an array passed to a function.""" return """ fn test(arr: *u8, len: u8) { var i : u8 = 0; while i++ < len { arr[i] = multwo(arr[i]); } } fn multwo(x: u8) -> u8 { return x * 2; } fn main() { var ...
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def is_ipv6_misc(p): """ Is packet one of uninteresting IPv6 broadcasts? """ if p.haslayer(ICMPv6ND_RA): if in6_ismaddr(p[IPv6].dst): return True if p.haslayer(IPv6ExtHdrHopByHop): for o in p[IPv6ExtHdrHopByHop].options: if isinstance(o, RouterAlert): ...
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def prefilters(interactions: pd.DataFrame, counts: pd.DataFrame, complexes: pd.DataFrame, complex_compositions: pd.DataFrame): """ - Finds the complex defined in counts and calculates their counts values - Remove interactions if the simple component ensembl is no...
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from rstoolbox.components import get_selection import re def generate_wt_reversions( self, seqID, key_residues=None ): """Generate all variant that revert decoy sequences to the ``reference_sequence``. Expand the selected sequences by generating all the combinatorial options to revert to the reference (W...
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def get_cloud_vlan_component(api_client, component_id, **kwargs): # noqa: E501 """Return specific Cloud VLAN Components details # noqa: E501 This method makes a synchronous HTTP request by default. To make an asynchronous HTTP request, please pass async_req=True >>> response = await api.get_cloud_vla...
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def isneginf(x: _cpp.Variable) -> _cpp.Variable: """ Element-wise isneginf (true if an element is a negative infinity). """ return _call_cpp_func(_cpp.isneginf, x)
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def standardize_sizes(sizes): """ Removes trailing ones from a list. Parameters ---------- sizes: List A list of integers. """ while (sizes[-1] == 1) and len(sizes)>2: sizes = sizes[0:-1] return sizes
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from typing import Dict from typing import List def label_subspecies( structure: pmg.Structure, subspecies_labels: Dict[int, str] = {} ) -> pmg.Structure: """Groups sites together into sublattices using subspecies labels. :param structure: A pymatgen ``Structure`` object. :param subspecies_labels: Ke...
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import json def jsonfy(string): """ Make a string becomes a JSON object. """ string = string or "" try: return json.loads(string) except ValueError as e: print_to_stderr("Cannot load {0} to JSON.".format(string)) except TypeError as e: print_to_stderr("Cannot ...
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def my_postagging_func(value): """ A rewritten pos tagging function. Change this if you wish to change the tokenizer """ return ViPosTagger.postagging(ViTokenizer.tokenize(value))
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def generate_barcode(ticket_id,**barcode_style): """ Saves a .png barcode file to the /barcodes folder, with a barcode generated according to the ticket ID supplied. """ barcode_class = barcode.get_barcode_class("code39") generated_barcode = barcode_class(ticket_id,add_checksum=False, writer=Ima...
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from typing import Any def precision_ema_ensemble(y :Y_TYPE, s:dict, k:int =1, a:A_TYPE =None, t:T_TYPE =None, e:E_TYPE =None)->([float] , Any , Any): """ Precision weight several different moving averages """ fs = EMA_BASIC_SKATERS return precision_weighted_ensemble_factory(fs=fs,y=y,s=s,k=k...
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def init_position_markers(ax): """Initialize target name.""" target_pt, = ax.plot(0, 0, 'ro', zorder=2) target_ant = ax.annotate('target', xy=(0,0), color='red', zorder=2) return target_pt, target_ant
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def try_load_dbenv(*argc, **argv): """ Run `load_dbenv` unless the dbenv has already been loaded. """ if not is_dbenv_loaded(): load_dbenv(*argc, **argv) return True return False
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def escape(s): """Like the string-escape codec, but doesn't escape quotes""" return escapesub(lambda m: escapemap[m.group(0)], s[:-1]) + ' (esc)\n'
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def cron_status(): """ 更新状态 task_name 任务名称 access_token status """ datas = request.values.to_dict() api_access_token = get_config_value('api_access_token') task_name = datas.get('task_name') access_token = datas.get('access_token') status = datas.get('status') ...
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def good_fillet_idxs(coords: list, fradius: float, precision: int = 9, isclosed: bool = False): """ Get list of vertex indices in a linestring (isclosed = False) or polygon (isclosed = True) that can be filleted based on proximity to neighbors. ...
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def vhead(vo, fpar, fstall): """!Calculate the velocity of a motor head with a linear force-velocity relation. @param vo: Unladen velocity of motor head @param fpar: Force on motor head parallel to rod head is attached @param fstall: Stall force of motor head @return: velocity of motor head ...
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def qpm_to_bpm(quarter_note_tempo, numerator, denominator): """Converts from quarter notes per minute to beats per minute. Parameters ---------- quarter_note_tempo : float Quarter note tempo. numerator : int Numerator of time signature. denominator : int Denominator of t...
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from typing import Mapping from typing import OrderedDict def _make_media(media): """ :param media: a media object dictionary :return: a tuple of media_id (int) and a :py:class:`~olympe.MediaInfo` object :rtype: tuple(int, :py:class:`~olympe.MediaInfo`) """ if isinstance(media, Mapping...
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from typing import List def create_result_dict(begin_date: str, end_date: str, total_downloads: int, downloads_per_country: List[dict], multi_row_columns: dict, single_row_columns: dict) -> dict: """ Create one result dictionary with info on downloads for a specific eprint id in a given tim...
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from datetime import datetime def resolve_work_order(docname): # update without checking permissions """ Called from client side on Stop/Unstop event""" status = 'Resolved' if not frappe.has_permission("Work Order", "write"): frappe.throw(_("Not permitted"), frappe.PermissionError) frappe...
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def best_subset(backend, n_qubits): """Computes the qubit mapping with the best connectivity. Parameters: backend (Qiskit.BaseBackend): A QISKit backend instance. n_qubits (int): Number of subset qubits to consider. Returns: ndarray: Array of qubits to use for best ...
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from typing import OrderedDict def build_cascade_cnn_from_list(shape, net_meta, lmda=None): """ Create iterative network with more flexibility net_meta: [(model1, cascade1_n),(model2, cascade2_n),....(modelm, cascadem_n),] """ if not net_meta: raise net = OrderedDict() input_laye...
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def get_dr_bdr(ntwrk, swtch, val): """ Return a tuple of (DR, BDR) (Designated Router, and Backup) for the given 'swtch' in the 'ntwrk' """ # For all connections from 'swtch' whose link-state are 'up', # form a list of tuples of routers connecting to 'swtch' # with appropriate attributes for...
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def cross_compare(data, interval=24, reason_func=reason_functions['diff']): """ Horizontally compares data points (along time axis), and produces a new data frame with results. For example, given a data frame like: | SYM | 00:00 | 01:00 | 02:00 | 03:00 | 04:00 | 05:00 | -----------------------...
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def _create_cluster_space(primitive_structure: orm.StructureData, cutoffs: orm.List, chemical_symbols: orm.List) -> ClusterSpaceData: """calculation function to create cluster space""" cutoffs = cutoffs.get_list() chemical_symbols = chemical_symbols.get_li...
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def create_tpu_cluster_resolver(): """Create a new TPUClusterResolver.""" if FLAGS.use_tpu: tpu_cluster_resolver = tf.contrib.cluster_resolver.TPUClusterResolver( FLAGS.tpu, zone=FLAGS.tpu_zone, project=FLAGS.gcp_project) else: tpu_cluster_resolver = None return tpu_cluster_resolver
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def sym_gauss_seidel(A, b, n_iter): """Applies L{n_iter} iterations of Symmetric Gauss-Seidel method to a zero vector and returns the result. if L{common.OPTIMIZE_SGS} is True then Fortran code of SGS is used instead of the Python one. @arg A: I{m} times I{n} sparse matrix @type A: L{SparseMat...
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def get_stop_type(data, stop_id): """Returns the stop type according GTFS reference""" for p in data.TransXChange.StopPoints.StopPoint: if p.AtcoCode.cdata == stop_id: stype = p.StopClassification.StopType.cdata if stype in ['RPL', 'RPLY']: return 0 el...
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import os import base64 def password(bytelen, urlsafe=True): """Create a random password by base64-encoding bytelen random bytes.""" raw = os.urandom(bytelen) if urlsafe: b64 = base64.urlsafe_b64encode(raw) else: b64 = base64.b64encode(raw) return b64.decode("utf-8")
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def model_to_dict_(instance: Model) -> dict: """ Django有一个内置的django.forms.models.model_to_dict方法(以下简称原model_to_dict方法) 可以方便地把模型转为字典, 但是有一个坑, 被标记为不可编辑(editable为False)的字段不会包含在输出的字典中 原model_to_dict方法仅在初始化ModelForm时被使用, 为了安全起见, 这样做无可厚非 但是我们想要的"模型转为字典"的方法应该包含模型的所有字段 所以我们参考原model_to_dict方法编写了新的model_to_di...
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import requests def sunrise_city_list() -> list: """ 查询日出与日落数据的城市列表 :return: 所有可以获取的数据的城市列表 :rtype: list """ url = "https://www.timeanddate.com/sun/china" res = requests.get(url) city_list = [] china_city_one_df = pd.read_html(res.text)[1] china_city_two_df = pd.read_html(res.t...
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def mlm_loss_func( model, features, is_training, target=None, **kwargs): """Get mlm loss.""" #### Unpack features seg_id = features["seg_id"] inputs = features["masked_input"] input_mask = features["input_mask"] target_mapping = features["target_mapping"] if target is None: target = features["tar...
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from typing import Any import os def write_file(writeFunc: Any, index: dict, existing: dict, file_uri: str) -> str: """ Write a file into the Toil jobstore. 'existing' is a set of files retrieved as inputs from toil_get_file. This ensures they are mapped back as the same name if passed through. ...
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def load_grid(input_grid): """ Convert the text form of the grid into an array form. For now this input is always the same. If this changes then this code would need to be replaced. """ grid = [".#.", "..#", "###"] return grid
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import hashlib def var_descriptor(obj, _prev_obs=None, _tag_generator=None): """ Returns a string, with no endlines, fully specifying how a variable is computed. Does not include any memory location dependent information such as the id of a node. """ if _prev_obs is None: _prev_obs = {...
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def get_data_parallel_group(): """Get the data parallel group the caller rank belongs to.""" #assert _DATA_PARALLEL_GROUP is not None, f"data parallel group={_DATA_PARALLEL_GROUP}, which is not initialized" return _DATA_PARALLEL_GROUP
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from typing import Set import os def find_all_models() -> Set[str]: """Returns all base model names in DATA_PATH""" ret = set() for m in os.listdir(DATA_PATH): tmp = m.split('_', 1) if len(tmp) == 2: ret.add(tmp[0]) return ret
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def peak_amplitudes(data, peak_list, grid_bool): """ This function takes 2D data, with coordinates data[spectrum_number][column][time_point], and returns a list of summed amplitudes for a grid of 9 points centered around the peak of interest. Ordered as they were given in peak_list """ # m...
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def showQuestion(question_id): """This function shows a particular question by given question id""" question = Question.query.filter_by(question_id=question_id).all() if not question: return redirect(url_for('index')) answers = Answer.query.filter_by(question_id=question_id).all() answers = ...
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from typing import Union from typing import Sequence from typing import Tuple from typing import List def _get_ormclass( cls: Union[None, EntityClsType, Sequence[EntityClsType]], entity_type: Union[None, str, Sequence[str]] ) -> Tuple[EntityTypes, List[Classifier]]: """Get ORM classifiers from either class(es...
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def multibox_layer(from_layers, num_classes, sizes=[.2, .95], ratios=[1], normalization=-1, num_channels=[], clip=True, interm_layer=0): """ the basic aggregation module for SSD detection. Takes in multiple layers, generate multiple object detection targets by customi...
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