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def get_groups_data(): """ Get all groups, get all users for each group and sort groups by users :return: """ groups = [group["name"] for group in jira.get_groups(limit=200)["groups"]] groups_and_users = [get_all_users(group) for group in groups] groups_and_users = [sort_users_in_group(group...
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def hindu_lunar_holiday(l_month, l_day, g_year): """Return the list of fixed dates of occurrences of Hindu lunar month, month, day, day, in Gregorian year, g_year.""" l_year = hindu_lunar_year( hindu_lunar_from_fixed(gregorian_new_year(g_year))) date1 = hindu_date_occur(l_month, l_day, l_year) ...
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import copy def identify_all_failure_paths(network_df_in,edge_failure_set,flow_dataframe,path_criteria): """Identify all paths that contain an edge Parameters --------- network_df_in - Pandas DataFrame of network edge_failure_set - List of string edge ID's flow_dataframe - Pandas DataFrame of...
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def wikipedia_wtap_setup(): """ A commander has 5 tanks, 2 aircraft and 1 sea vessel and is told to engage 3 targets with values 5,10,20 ... """ tanks = ["tank-{}".format(i) for i in range(5)] aircrafts = ["aircraft-{}".format(i) for i in range(2)] ships = ["ship-{}".format(i) for i in range...
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def allowed_file(filename: str) -> bool: """Determines whether filename is allowable Parameters ---------- filename : str a filename Returns ------- bool True if allowed """ return "." in filename and filename.rsplit(".", 1)[1].lower() in ALLOWED_EXTENSIONS
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def update_bitweights(realization, asgn, tileids, tg_ids, tg_ids2idx, bitweights): """ Update bit weights for assigned science targets """ for tileid in tileids: try: # Find which targets were assigned adata = asgn.tile_location_target(tileid) for loc, tgid in adata.items...
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def load_from_input_flags(params, params_source, input_flags): """Update params dictionary with input flags. Args: params: Python dictionary of hyperparameters. params_source: Python dictionary to record source of hyperparameters. input_flags: All the flags with non-null value of overridden hyper...
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import hal def hal(_module_patch): """Simulated hal module""" return hal
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def elements(all_isotopes=True): """ Loads a DataFrame of all elements and isotopes. Scraped from https://www.webelements.com/ Returns ------- pandas DataFrame with columns (element, atomic_number, isotope, atomic_weight, percent) """ el = pd.read_pickle(pkgrs.resource_filename('latool...
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import typing def create_steps_sequence(num_steps: Numeric, axis: str) -> typing.List[typing.Tuple[float, str]]: """ Returns a list of num_steps tuples: [float, str], with given string parameter, and the floating-point parameter increasing lineairly from 0 to 1. Example: >>> create_steps_sequenc...
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def disable_doze_light(ad): """Force the device not in doze light mode. Args: ad: android device object. Returns: True if device is not in doze light mode. False otherwise. """ ad.adb.shell("dumpsys battery reset") ad.adb.shell("cmd deviceidle disable light") adb_sh...
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def jobs(): """ List all jobs """ return jsonify(job.get_jobs())
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def get_pipelines(): """Get pipelines.""" return PIPELINES
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import re def tokenize(s): """ Tokenize on parenthesis, punctuation, spaces and American units followed by a slash. We sometimes give American units and metric units for baking recipes. For example: * 2 tablespoons/30 mililiters milk or cream * 2 1/2 cups/300 grams all-purpose flour ...
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def makeColorMatrix(n, bg_color, bg_alpha, ix=None, fg_color=[228/255.0, 26/255.0, 28/255.0], fg_alpha=1.0): """ Construct the RGBA color parameter for a matplotlib plot. This function is intended to allow for a set of "foreground" points to be colored according to integer labels (e.g. according to clustering ou...
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import itertools def closest_pair(points): """ 最近点対 O(N log N) Verify: http://judge.u-aizu.ac.jp/onlinejudge/description.jsp?id=CGL_5_A&lang=ja :param list of Point points: :rtype: (float, (Point, Point)) :return: (距離, 点対) """ assert len(points) >= 2 def _rec(xsorted): """...
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def less_equals(l,r): """ | Forms constraint :math:`l \leq r`. :param l: number, :ref:`scalar object<scalar_ref>` or :ref:`multidimensional object<multi_ref>`. :param r: number, :ref:`scalar object<scalar_ref>` or :ref:`multidimensional object<m...
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def ensureImageMode(tex : Image, mode="RGBA") -> Image: """Ensure the passed image is in a given mode. If it is not, convert it. https://pillow.readthedocs.io/en/stable/handbook/concepts.html#concept-modes :param Image tex: The image whose mode to check :param str mode: The mode to ensure and convert t...
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def code2name(code: int) -> str: """ Convert prefecture code to name """ return __code2name[code]
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def newton(backward_differences, max_num_iters, newton_coefficient, ode_fn_vec, order, step_size, time, tol, unitary, upper): """Runs Newton's method to solve the BDF equation.""" initial_guess = tf.reduce_sum( tf1.where( tf.range(MAX_ORDER + 1) <= order, backward_differences[:M...
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import random def input(channel): """ To read the value of a GPIO pin: :param channel: :return: """ return LOW if random.random() < 0.5 else HIGH
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def kml_start(params): """Define basic kml header string""" kmlstart = ''' <Document> <name>%s</name> <open>1</open> <description>%s</description> ''' return kmlstart % (params[0], params[1])
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def add_item_to_do_list(): """ Asks users to keep entering items to add to a new To Do list until they enter the word 'stop' :return: to do list with new items """ ### TO COMPLETE ### return to_do_list
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def parse(tokens): """Currently parse just supports fn, variable and constant definitions.""" context = Context() context.tokens = tokens while tokens: parse_token(context) if context.stack: raise CompileError("after parsing, there are still words on the stack!!:\n{0}".format( ...
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def get_file_iterator(options): """ returns a sequence of files raises IOError if problemmatic raises ValueError if problemmatic """ # -------- BUILD FILE ITERATOR/GENERATOR -------- if options.f is not None: files = options.f elif options.l is not None: try: ...
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def entropy_from_CT(SA, CT): """ Calculates specific entropy of seawater. Parameters ---------- SA : array_like Absolute salinity [g kg :sup:`-1`] CT : array_like Conservative Temperature [:math:`^\circ` C (ITS-90)] Returns ------- entropy : array_like ...
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def checking_log(input_pdb_path: str, output_log_path: str, properties: dict = None, **kwargs) -> int: """Create :class:`CheckingLog <model.checking_log.CheckingLog>` class and execute the :meth:`launch() <model.checking_log.CheckingLog.launch>` method.""" return CheckingLog(input_pdb_path=input_pdb_path, ...
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def get_registry_by_name(cli_ctx, registry_name, resource_group_name=None): """Returns a tuple of Registry object and resource group name. :param str registry_name: The name of container registry :param str resource_group_name: The name of resource group """ resource_group_name = get_resource_group_...
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def plot_karyotype_summary(haploid_coverage, chromosomes, chrom_length, output_dir, bed_filename, bed_file_sep=',', binsize=1000000, ...
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import torch def probs_to_mu_sigma(probs): """Calculate mean and covariance matrix for each channel of probs tensor of keypoint probabilites [N, C, H, W] mean calculated on a grid of scale [-1, 1] Parameters ---------- probs : torch.Tensor tensor of shape [N, C, H, W] where each chann...
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def fetch_biomart_genes_mm9(): """Fetches mm9 genes from Ensembl via biomart.""" return _fetch_genes_biomart( host='http://may2012.archive.ensembl.org', gene_name_attr='external_gene_id')
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def tweet_words(tweet): """Return the words in a tweet.""" return extract_words(tweet_text(tweet))
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def meter_statistics(meter_id,api_endpoint,token,meter_list,web,**kwargs): """ Get the statistics for the specified meter. Args: meter_id(string): The meter name. api_endpoint(string): The api endpoint for the ceilometer service. token(string): X-Auth-token. meter_list(list): T...
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from typing import Union from typing import Tuple def parse_image_size(image_size: Union[Text, int, Tuple[int, int]]): """Parse the image size and return (height, width). Args: image_size: A integer, a tuple (H, W), or a string with HxW format. Returns: A tuple of integer (height, width). ...
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def find_last_match(view, what, start, end, flags=0): """Find last occurrence of `what` between `start`, `end`. """ match = view.find(what, start, flags) new_match = None while match: new_match = view.find(what, match.end(), flags) if new_match and new_match.end() <= end: ...
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def convert_metrics_per_batch_to_per_sample(metrics, target_masks): """ Args: metrics: list of len(num_batches), each element: list of len(num_metrics), each element: (num_active_in_batch,) metric per element target_masks: list of len(num_batches), each element: (batch_size, seq_len, feat_dim) b...
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import asyncio async def get_series(database, series_id): """Get a series.""" series_query = """ select series.id, series.played, series_metadata.name, rounds.tournament_id, tournaments.id as tournament_id, tournaments.name as tournament_name, events.id as event_id, events.name as event_name ...
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def n_mpjpe(predicted, target): """ Normalized MPJPE (scale only), adapted from: https://github.com/hrhodin/UnsupervisedGeometryAwareRepresentationLearning/blob/master/losses/poses.py """ assert predicted.shape == target.shape norm_predicted = np.mean(np.sum(predicted**2, axis=2, keepdims=T...
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import math def calc_distance(p1, p2): """ calculates a distance on a 2d euclidean space, between two points""" dist = math.sqrt((p2[0] - p1[0]) ** 2 + (p2[1] - p1[1]) ** 2) return dist
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def rgb2ycbcr(img, range=255., only_y=True): """same as matlab rgb2ycbcr, please use bgr2ycbcr when using cv2.imread img: shape=[h, w, 3] range: the data range only_y: only return Y channel """ in_img_type = img.dtype img.astype(np.float32) range_scale = 255. / range img *= range_sca...
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def _create_xctest_bundle(name, actions, binary): """Creates an `.xctest` bundle that contains the given binary. Args: name: The name of the target being built, which will be used as the basename of the bundle (followed by the .xctest bundle extension). actions: The context's action...
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def doFile(path_, *args, **kwargs): """Execute a given file from path with arguments.""" result, reason = loadfile(path_) if result: data = result(*args, **kwargs) if data: return data[1] error(data[1]) error(reason)
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from pretty import pretty from pprint import pformat def pformat(obj, verbose=False): """ Prettyprint an object. Either use the `pretty` library or the builtin `pprint`. """ try: return pretty(obj, verbose=verbose) except ImportError: return pformat(obj)
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def reanalyze_function(*args): """ reanalyze_function(func_t pfn, ea_t ea1=0, ea_t ea2=BADADDR, bool analyze_parents=False) reanalyze_function(func_t pfn, ea_t ea1=0, ea_t ea2=BADADDR) reanalyze_function(func_t pfn, ea_t ea1=0) reanalyze_function(func_t pfn) """ return _idaapi.reanalyze_function...
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def categorical_sample_logits(logits): """ Samples (symbolically) from categorical distribution, where logits is a NxK matrix specifying N categorical distributions with K categories specifically, exp(logits) / sum( exp(logits), axis=1 ) is the probabilities of the different classes Cleverly ...
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def mass(d, r): """ computes the right hand side of the differential equation of mass continuity """ return 4 * pi * d * r * r
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def bord(u): """ éxécution de bord("undébutuntructrucundébut") i suffix estPréfixe 23 ndébutuntructrucundébut False 22 débutuntructrucundébut False 21 ébutuntructrucundébut False 20 butuntructrucundébut False 19 utuntructrucundébut False 18 tuntructrucundé...
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def is_unique_n_bit_vector(string: str) -> bool: """ Similiar to the dict solution, it just uses a bit vector instead of a dict or array. """ vector = 0 for letter in string: if vector & 1 << ord(letter): return False vector |= 1 << ord(letter) return True
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def seq2msk(isq): """ Convert seqhis into mskhis OpticksPhoton.h uses a mask but seq use the index for bit-bevity:: 3 enum 4 { 5 CERENKOV = 0x1 << 0, 6 SCINTILLATION = 0x1 << 1, 7 MISS = 0x1 << 2, 8 BU...
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def split(ich): """ Split a multi-component InChI into InChIs for each of its components. (fix this for /s [which should be removed in split/join operations] and /m, which is joined as /m0110.. with no separators) :param ich: InChI string :type ich: str :rtype: tuple(str)...
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def crtb_cb(client, crtb): """Wait for the crtb to have the userId populated""" def cb(): c = client.reload(crtb) return c.userId is not None return cb
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def create_network(network_input, n_alphabets): """ create the structure of the neural network """ model = Sequential() model.add(LSTM(512,input_shape=(network_input.shape[1], network_input.shape[2]),return_sequences=True)) model.add(Dropout(0.3)) model.add(Bidirectional(LSTM(512, return_sequences=T...
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def create_derivative_graph(f, xrange, n): """Takes a function as an input with a specific interval xrange, then creates a list with the ouput y-points for the nth derivative of f. :param f: Input function that we wish to take the derivative of. :type f: lambda :param xrange: The interval on wh...
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def _matching_not_matching(on, **kwargs): """ Change the text for matching/not matching """ text = "matching" if not on else "not matching" classname = "colour-off" if not on else "colour-on" return text, classname
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def sample(model, x, steps, temperature=1.0, sample=False, top_k=None): """ take a conditioning sequence of indices in x (of shape (b,t)) and predict the next token in the sequence, feeding the predictions back into the model each time. Clearly the sampling has quadratic complexity unlike an RNN that is...
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def vstack(arg_list): """Wrapper on vstack to ensure list argument. """ return Vstack(*arg_list)
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import json def metadata_to_list(metadata): """Transform a metadata dictionary retrieved from Cassandra to a list of tuples. If metadata items are lists they are split into multiple pairs in the result list :param metadata: dict""" res = [] for k, v in metadata.iteritems(): try: ...
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from typing import Optional from typing import Union import torch from pathlib import Path import json def load_separator( model_str_or_path: str = "umxhq", niter: int = 1, residual: bool = False, slicq_wiener: bool = False, wiener_win_len: Optional[int] = 300, device: Union[str, torch.device]...
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def IntermediateParticleConst_get_decorator_type_name(): """IntermediateParticleConst_get_decorator_type_name() -> std::string""" return _RMF.IntermediateParticleConst_get_decorator_type_name()
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def multiply_add_plain_with_delta(ct, pt, context_data): """Add plaintext to ciphertext. Args: ct (Ciphertext): ct is pre-computed carrier polynomial where we can add pt data. pt (Plaintext): A plaintext representation of integer data to be encrypted. context (Context): Context for extr...
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import json from datetime import datetime def retrieve_form_data(form, submission_type="solution"): """Quick utility function that groups together the processing of request data. Allows for easier handling of exceptions Takes request object as argument On Success, returns hashmap of processed data...other...
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def keep_english_for_spacy_nn(df): """This function takes the DataFrame for songs and keep songs with english as main language for english version of spacy neural network for word processing""" #Keep only english for spacy NN English preprocessing words #Network for other languages like fre...
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def make_dealer_cards_more_fun(deck, dealer): """ to make dealercards more fun to make dealer win this game more. :param dealercards: dealercards :return: none maybe has a lot of memory work will arise. """ dealercards = card_sorting_dealer(dealer) count = 0 if jokbo(dealercards) =...
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def data(request): """Returns available albums from the database. Can be optionally filtered by year. This is called from templates/albums/album/index.html when the year input is changed. """ year = request.GET.get('year') if year: try: year = int(year) except (ValueErro...
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from typing import Tuple def yaw_to_quaternion3d(yaw: float) -> Tuple[float,float,float,float]: """ Args: - yaw: rotation about the z-axis Returns: - qx,qy,qz,qw: quaternion coefficients """ qx,qy,qz,qw = Rotation.from_euler('z', yaw).as_quat() return qx,qy,qz,qw
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def parse_coap_response_code(response_code): """ Parse the binary code from CoAP response and return the response code as a float. See also https://tools.ietf.org/html/rfc7252#section-5.9 for response code definitions. :rtype float """ response_code_class = response_code // 32 response_code...
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from functools import reduce def modified_partial_sum_product( sum_op, prod_op, factors, eliminate=frozenset(), plate_to_step=dict() ): """ Generalization of the tensor variable elimination algorithm of :func:`funsor.sum_product.partial_sum_product` to handle markov dimensions in addition to plate...
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def load_scicar_cell_lines(test=False): """Download sci-CAR cell lines data from GEO.""" if test: adata = load_scicar_cell_lines(test=False) adata = subset_joint_data(adata) return adata return load_scicar( rna_url, rna_cells_url, rna_genes_url, atac_u...
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def binary_search(sorted_list, item): """ Implements a Binary Search, O(log n). If item is is list, returns amount of steps. If item not in list, returns None. """ steps = 0 start = 0 end = len(sorted_list) while start < end: steps += 1 mid = (start + end) // 2 ...
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def _scale_by(number, should_fail=False): """ A helper function that creates a scaling policy and scales by the given number, if the number is not zero. Otherwise, just triggers convergence. :param int number: The number to scale by. :param bool should_fail: Whether or not the policy execution sho...
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import traceback def selectgender(value): """格式化为是/否 :param value:M/F, :return: 男/女 """ absent = {"M": u'男', "F": u'女'} try: if value: return absent[value] return "" except: traceback.print_exc()
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def Clifford_twirl_channel_one_qubit(K, rho, sys=1, dim=[2]): """ Twirls the given channel with Kraus operators in K by the one-qubit Clifford group on the given subsystem (specified by sys). """ n = int(np.log2(np.sum([d for d in dim]))) C1 = eye(2**n) C2 = Rx_i(sys, np.pi, n) C3 = Rx...
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def unpack_batch(batch, use_cuda=False): """ Unpack a batch from the data loader. """ input_ids = batch[0] input_mask = batch[1] segment_ids = batch[2] boundary_ids = batch[3] pos_ids = batch[4] rel_ids = batch[5] knowledge_feature = batch[6] bio_ids = batch[1] # knowledge_adjoin...
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def truncate(text: str, length: int = 255, end: str = "...") -> str: """Truncate text. Parameters --------- text : str length : int, default 255 Max text length. end : str, default "..." The characters that come at the end of the text. Returns ------- truncated text...
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def gaussian_slice(x, sigma, mu): """ return a slice of x in which the gaussian is significant exp(-0.5 * ((x - mu) / sigma) ** 2) < given_threshold """ r = sigma * sp.sqrt(-2.0 * sp.log(small_thr)) x_lo = bisect_left(x, mu - r) x_hi = bisect_right(x, mu + r) return slice(x_lo, x_hi)
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def preview(delivery_id): """ 打印预览 :param delivery_id: :return: """ delivery_info = get_delivery_row_by_id(delivery_id) # 检查资源是否存在 if not delivery_info: abort(404) # 检查资源是否删除 if delivery_info.status_delete == STATUS_DEL_OK: abort(410) delivery_print_date = ti...
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import requests def request_with_json(json_payload): """ Load interpolations from the interp service into the DB """ test_response = requests.post(INTERP_URL, json=json_payload) test_response_json = test_response.json() return test_response_json
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def correlation(df, rowvar=False): """ Calculate column-wise Pearson correlations using ``numpy.ma.corrcoef`` Input data is masked to ignore NaNs when calculating correlations. Data is returned as a Pandas ``DataFrame`` of column_n x column_n dimensions, with column index copied to both axes. ...
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def cost_zpk_fit(zpk_args, f, x, error_func=kontrol.core.math.log_mse, error_func_kwargs={}): """The cost function for fitting a frequency series with zero-pole-gain. Parameters ---------- zpk_args: array A 1-D list of zeros, poles, and gain. Zeros and ...
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def getTrainPredictions(img,subImgSize,model): """Makes a prediction for an image. Takes an input of any size, crops it to specified size, makes predictions for each cropped window, and stitches output together. Parameters ---------- img : np.array (n x m x 3) Image to be transformed ...
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def use_bcbio_variation_recall(algs): """Processing uses bcbio-variation-recall. Avoids core requirement if not used. """ for alg in algs: jointcaller = alg.get("jointcaller", []) if not isinstance(jointcaller, (tuple, list)): jointcaller = [jointcaller] for caller in joi...
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from typing import Mapping def _sa_model_info(Model: type, types: AttributeType) -> Mapping[str, AttributeInfo]: """ Get the full information about the model This function gets a full, cachable, information about the model's `types` attributes, once. sa_model_info() can then filter it the way it likes, w...
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def bll6_models(estimators, cv_search={}, transform_search={}): """ Provides good defaults for transform_search to models() Args: estimators: list of estimators as accepted by models() transform_search: optional LeadTransform arguments to override the defaults """ cvd = dict( ...
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def bgColor(col): """ Return a background color for a given column title """ # Auto-generated columns if col in ColumnList._COLUMNS_GEN: return BG_GEN # KiCad protected columns elif col in ColumnList._COLUMNS_PROTECTED: return BG_KICAD # Additional user columns else: ...
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def merge_hedge_positions(df, hedge): """ 将一个表中的多条记录进行合并,然后对冲 :param self: :param df: :return: """ # 临时使用,主要是因为i1709.与i1709一类在分组时会出问题,i1709.是由api中查询得到 if df.empty: return df df['Symbol'] = df['InstrumentID'] # 合并 df = df.groupby(by=['Symbol', 'InstrumentID', 'HedgeFla...
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import numpy def BackwardSubTri(U,y): """ usage: x = BackwardSubTri(U,y) Row-oriented backward substitution to solve the upper-triangular, 'tridiagonal' linear system U x = y This function does not ensure that U has the correct nonzero structure. It does, however, attempt to catch ...
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def discrete_model(parents, lookup_table): """ Create CausalAssignmentModel based on a lookup table. Lookup_table maps inputs values to weigths of the output values The actual output values are sampled from a discrete distribution of integers with probability proportional to the weights. Looku...
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import base64 import json import tempfile import traceback def retrieve(datafile, provider): """ Retrieve a file from the remote provider :param datafile: :param provider: :return: the path to a temporary file containing the data, or None """ r = _connect(provider) try: data =...
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def edf_parse_message(EDFFILE): """Return message info.""" message = edf_get_event_data(EDFFILE).contents time = message.sttime message = string_at(byref(message.message[0]), message.message.contents.len + 1)[2:] message = message.decode('UTF-8') return (time, message)
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from typing import Dict import logging def read_abbrevs_and_add_to_db(abbrevs_path: str, db: Connection) -> Dict[str, int]: """Add abbreviations from `abbrevs_path` to `idx` and `defns`.""" with open(abbrevs_path, 'rt') as ab: abbrevs = read_abbrevs(ab) abbrev_nid = ...
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def is_encrypted(input_file: str) -> bool: """Checks if the inputted file is encrypted using PyPDF4 library""" with open(input_file, 'rb') as pdf_file: pdf_reader = PdfFileReader(pdf_file, strict=False) return pdf_reader.isEncrypted
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def get_parameter_by_name(device, name): """ Find the given device's parameter that belongs to the given name """ for i in device.parameters: if i.original_name == name: return i return
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from typing import Optional import requests def LogPrint(email: str, fileName: str, materialType: str, printWeight: float, printPurpose: str, msdNumber: Optional[str], paymentOwed: bool) -> bool: """Logs a print. Returns if the task was successful. :param email: Email of the user exporting the print. :pa...
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def is_requirement(line): """ Return True if the requirement line is a package requirement; that is, it is not blank, a comment, or editable. """ # Remove whitespace at the start/end of the line line = line.strip() # Skip blank lines, comments, and editable installs return not ( ...
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def read_pose_txt(pose_txt): """ Read the pose txt file and return a 4x4 rigid transformation. """ with open(pose_txt, "r") as f: lines = f.readlines() pose = np.zeros((4, 4)) for line_idx, line in enumerate(lines): items = line.split(" ") for i in range(4...
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def get_futures(race_ids=list(range(1, 13000))): """Get Futures for all BikeReg race pages with given race_ids.""" session = FuturesSession(max_workers=8) return [session.get(f'https://results.bikereg.com/race/{race_id}') for race_id in race_ids if race_id not in BAD_IDS]
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def sum_of_proper_divisors(number: int): """ Let d(n) be defined as the sum of proper divisors of n (numbers less than n which divide evenly into n). :param number: :return: """ divisors = [] for n in range(1, number): if number % n == 0: divisors.append(n) retu...
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def coddington_meridional(p, q, theta): """ return radius of curvature """ f = p * q / (p + q) R = 2 * f / np.sin(theta) return R
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def read_analysis_file(timestamp=None, filepath=None, data_dict=None, file_id=None, ana_file=None, close_file=True, mode='r'): """ Creates a data_dict from an AnalysisResults file as generated by analysis_v3 :param timestamp: str with a measurement timestamp :param filepath: (str)...
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def get_player_macro_econ_df(rpl: sc2reader.resources.Replay, pid: int) -> pd.DataFrame: """This function organises the records of a player's major macroeconomic performance indicators. The function uses a player's PlayerStatsEvents contained in a Replay object to compose a...
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