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import signal def filt(data, cutoff, fs=1., order=1, rp=10., rs=10., kind='butter', btype='low', ftype='filtfilt', axis=0, analog=False): """ Apply a digital filter. :param data: :param cutoff: :param fs: :param order: :param rp: :param rs: :param kind: :param btype: :param...
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def remove_exceptions(words): """ Removes exceptions from the resulting words """ return [word for word in words if root(word) not in EXCEPTIONS]
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def convert_ring_to_sub_molecule(ring): """ This function takes a ring structure (can either be monoring or polyring) to create a new submolecule with newly deep copied atoms Outputted submolecules may have incomplete valence and may cause errors with some Molecule.methods(), such as update_atomty...
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def generate_first_goal(roi_boundaries, vehicle_pos, parking_pos): """ generate goal for forward task """ x = roi_boundaries[4].x + 4 y = (roi_boundaries[6].y + roi_boundaries[5].y) / 2 \ + (roi_boundaries[6].y - roi_boundaries[5].y) / 4 - 1.1 theta = 2...
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from scipy.integrate import solve_ivp def solver_ode(X: np.ndarray, model: dict, flag_contact: np.array,T:float): """ param: X: current q, qdot model: add tau, ST return: Xdot: next qdot, qddot """ status = -1 # Calculate state vector by ODE t0 = 0 tf = T ...
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def compute_acc(Y, log_dist_a, n_se=2, return_er=False): """compute the accuracy of the prediction, over time - optionally return the standard error - assume n_action == y_dim + 1 Parameters ---------- Y : 3d tensor [n_examples, T_total, y_dim] log_dist_a : 3d tensor [n_exam...
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import tqdm import sys def uni_emojis() -> dict: """ Load all unicode emojis in 72x72 (folder from twemoji). Since this is pretty fast we do it in the main thread """ emo_imgs = {} twemoji_path = join("Image", "72x72") emofiles = listdir(twemoji_path) # for every emoji file in twemoji for emofile in tqdm(emo...
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def get_closest_point(points, point): """ Get the closest point in an array of points to the given point. """ if len(points) == 1: return 0, points[0] min_dist = None min_pt = None min_i = None for i, pt in enumerate(points): v = [point[j] - pt[j] for j in range(0, 3)] di...
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from sys import path def login(): """ Login Page """ session.pop("user_email", None) print("IN LOGIN") if request.method == "POST": u_name = request.form.get('Name') u_email = request.form.get('Email Id') u_num = request.form.get('Mobile No') u_pwd = request.fo...
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def get_facemesh_coords(landmark_list, img): """Extract FaceMesh landmark coordinates into 468x3 NumPy array. """ h, w = img.shape[:2] # grab width and height from image xyz = [(lm.x, lm.y, lm.z) for lm in landmark_list.landmark] return np.multiply(xyz, [w, h, w]).astype(int)
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def decode_resource(name): """Load and decode sublime text resource. Arguments: name - Name of the resource file to load. returns: This function always returns a valid dict object of the decoded resource. The returned object is empty if something goes wrong. """ try: ...
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def get_dtw(action_list, env_output_list, environment): """Dynamic Time Warping (DTW). Muller, Meinard. "Dynamic time warping." Information retrieval for music and motion (2007): 69-84. Dynamic Programming implementation, O(NM) time and memory complexity. Args: action_list: List of actions. env_out...
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def get_version(v): """ Generate a PEP386 compliant version Stolen from django.utils.version.get_version :param v tuple: A five part tuple indicating the version :returns str: Compliant version """ assert isinstance(v, tuple) assert len(v) == 5 assert v[3] in ('alpha', 'beta', 'rc...
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def cpdf_shape(e, p, x): """The conditional probability distribution function of the shape parameters e and p (ellipticity and prolateness) given the curvature x, as defined by Bardeen, Bond, Kaiser & Szalay (1986) in equation (7.6), together with (A15), (C4) and (C3).""" # BBKS eqn. (C3): chi =...
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def get_nuc2prot(): """ Returns a dict of nucleotide accessions numbers as keys and protein acession numbers as values. """ nuc2prot_acc = {} with open("./data/download/nucleotide2protein", "r") as handle: line = handle.readline() while line: prot, nuc = line.split("...
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def MeasureTime(function): """Measure the execution time as a decorator. Returns: : The return of the wrapped function Example:: from ml_dev_utils.Timer import MeasureTime @MeasureTime def my_function(): print("my awesome code") The measured duration time...
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from typing import Iterable from typing import Tuple from typing import List import os import pathlib def _repo_names_to_urls( repo_names: Iterable[str], org_name: str, api: plug.PlatformAPI ) -> Tuple[List[str], List[str]]: """Use the repo_names to extract urls to the repos. Look for git repos with the c...
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def tadsize_chart(genome_name): """ Determine the distance threshold to build coverage tracks. Args: genome_name (string): name of the reference genome; ex: mammals, drosophila, c_elegans, s_pombe, c_crescentus Returns: dist_thresh (int): integer specifying dist...
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from typing import List def vertices_of_mesh(bsp, mesh_index: int) -> List[VertexReservedX]: """gets the VertexReservedX linked to bsp.MESHES[mesh_index]""" # https://raw.githubusercontent.com/Wanty5883/Titanfall2/master/tools/TitanfallMapExporter.py (McSimp) mesh = bsp.MESHES[mesh_index] material_sor...
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def convert_results_to_table(results, aggregation="average"): """ Convert results to table Args: results (dict): results dictionary aggregation (str): aggregation method, either average or sum """ headers = [] columns = [] for target_task, source_tasks in results.items(): ...
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import gc def object_at(desc): """object_at(id) -> object id is an int returning from id() or a hex string of id() Fetches all live objects, finds the one with given id, and returns it. Warning: THIS IS FOR DEBUGGING ONLY. IT IS SLOW.""" if isinstance(desc, int): target_id = desc el...
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def collapse_cr_map(dq_map): """Transform a 4D array containing cosmic ray hit locations (1 for CR hit, 0 for no hit), into a 3D (integration, y, x) map that lists for each pixel the group number of the first CR hit. If that pixel has no CR hits in the integration, then it will have a value of NaN. ...
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def pretty_league(league): """Formats a detailed league view in a PrettyTable""" fields = ["Previous rank", "Current rank", "Arrow up/down", "Team name", "Manager name", "Gameweek score", "Total score", "Team Id"] table = PrettyTable(field_names=fields) table.title = league.name for t ...
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def pix2np(pix): """ Converts a pixmap buffer into a numpy array """ # pix.samples = sequence of bytes of the image pixels like RGBA #pix.h = height in pixels #pix.w = width in pixels # pix.n = number of components per pixel (depends on the colorspace and alpha) im = np.frombuffer(pix.sa...
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def get_org_menu_extras(org): """ Check if there are any Config Attributes for extra org related menus in different pages :param org: Organization Object :return: Object with additional org menus to show. e.g. archive_buttons: { "url": "/apps/shipping/p--0000-0015/sxd/device/", ...
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from typing import Dict def deep_dict_merge(source: Dict, dest: Dict): """Merge dictionaries recursively (i.e. deep merge).""" for key, value in source.items(): if isinstance(value, dict): # get node or create one node = dest.setdefault(key, {}) deep_dict_merge(valu...
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import re def split_with_semicolon(input_lines): """ 文末までで1行になるように行を連結して作り直す 連結するときは単語間に1つのスペースを入れる コメント文を含む場合は連結しない ラベルが先頭に出現する場合は連結しない Args: input_lines(list): 入力ファイル Returns: list: 整形された文字列 """ splited_lines = [] output_lines = [] for line in input_lines:...
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def get_challenge(): """Calc game Q&A generation. generate two random numbers and calculate result of random operation Returns: dictionary: key QUESTION (string) : operation description; key ANSWER (string) : result of operation """ num1 = randint(_min(), _max()...
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def _los(da, eos, sos): """ LOS = Length of season (in DOY) """ los = eos - sos # handle negative values los = xr.where( los >= 0, los, da.time.dt.dayofyear.values[-1] + (eos.where(los < 0) - sos.where(los < 0)), ) return los
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def test_fallback_Jacobian_qnode(monkeypatch): """Test the decorator fallsback to Jacobian QNode if it can't determine the device model""" dev = qml.device('default.gaussian', wires=1) # use monkeypatch to avoid setting class attributes with monkeypatch.context() as m: m.setitem(dev._capabi...
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import textwrap def construct_pdp_query( metarels, dwpc=None, path_style="list", return_property="name", property="name", join_hint="midpoint", index_hint=False, unique_nodes=True, aggregate_columns=False, ): """ Create a Cypher query for computing the path degree product f...
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from typing import List def get_sparclur_renderers(): """Helper function that returns a list of all SPARCLUR Renderers""" present_renderers: List[Renderer] = \ [renderer for renderer in _sparclur_parsers.values() if issubclass(renderer, Renderer)] return present_renderers
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from typing import Tuple def load_component_from_url( cUrl: str, tProperties: "Tuple[PropertyValue]" ) -> "XComponent": """ Open or Create a document from it's URL. Args: cUrl (str): specifies the URL of the document to load New documents are created from URL's such as: ...
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def get_fields(search_input): """ Forms the field properties for a search input based on the input type and properties stored in the database. For some types it returns a list with only one field for which the label is empty. Because it takes the label of its fieldsets while rendering. For others, it re...
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import os import pickle def read_and_save_tfrec_path(config, rootdir, filename_tfrec_pickle=None, dataset='0'): """ Read all paths of tfrecords and save into the pickle files :param rootdir: type str: rootdir of saving tfrecords dataset :param filename_tfrec_pickle: type str: Filename of pickle which ...
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def sub_menu(context, root): """Returns the sub menu items, the children of the root page. Only live pages that have the show_in_menus setting on are returned.""" menu_pages = root.get_children().live().in_menu() return {'request': context['request'], 'root': root, 'menu_pages': menu_pages}
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import os def forge_database_args(options: ImmutableMultiDict) -> t.List[str]: """Forges command for database selection based on submitted options Input: - options: user submitted parameters via HTML form Output: - base: appropriate (based on submitted options) argument list """ ...
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def alembic_config(postgres): """Создает объект с конфигурацией для alembic, настроенный на временную БД.""" cmd_options = SimpleNamespace( config="alembic.ini", name="migrations", pg_url=postgres, raiseerr=False, x=None ) return make_alembic_config(cmd_options)
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def get_setting(name): """ Возвращает значение для настройки, или дефолт, если он задан, или None. Если настройка обязательная, но она не задана - выбрасывает исключение. """ if hasattr(settings, name): return getattr(settings, name) if name in REQUIRED_SETTINGS: _raise_required...
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import mmap def is_word_in_file(fname, word): """ Search word in given file. This function skips empty files. """ f = open(fname) try: s = mmap.mmap(f.fileno(), 0, access=mmap.ACCESS_READ) if s.find(word) != -1: return True return False except ValueError: ...
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def Difference(left, right): # pylint: disable=invalid-name """ @type: left: Iterable[Any] @rtype: set[Any] """ return to_set(left).difference(to_set(right))
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import opcode def getP2PKHOpCode(pkScript): """ getP2PKHOpCode returns opNonstake for non-stake transactions, or the stake op code tag for stake transactions. Args: pkScript (ByteArray): The pubkey script. Returns: int: The opcode tag for the script types parsed from the script. ...
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def emat(st1, yt, t, a=None): """ returns exponential moving average for a t-period EMA and incremental value where st1 is the previous average, yt is the incr value, and t is the size of the avg a can optionally be overridden with a specific coefficient, else 2/(t-1) is used """ # St = a...
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from datetime import datetime def generate_dates_in_year_df(year, spark): """Generate all dates and all hours between in the given year""" date = datetime.datetime.strptime(f"01/01/{year}", "%d/%m/%Y") end = datetime.datetime.strptime(f"01/01/{year+1}", "%d/%m/%Y") dates = list() while date != end...
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import os def get_swiftclient(): """ For this script, the authentication implementation is just the quickest means possible to a demonstration. """ swift_conn = swiftclient.client.Connection( authurl=os.environ.get("OS_AUTH_URL"), user=os.environ.get("OS_USERNAME"), key=os.envi...
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def plot_kmeans(result ,names, colors, country, season, mapbox_access_token): """ Creates and interactive html output of the clusters, if the number of points is more 100K randomly sample 50K of them result: Dataframe, constaining k-means clustering results under the column 'label' names: List of clust...
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import time def _fitFunc(pfit, pfitKeys, x, y, err=None, func=None, pfix=None, verbose=False, follow=None): """ interface to leastsq from scipy: - x,y,err are the data to fit: f(x) = y +- err - pfit is a list of the paramters - pfitsKeys are the keys to build the dict pfit and pfi...
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import os def relpath(path, cwd=None): """ Find relative path from current directory to path. Example usage: >>> from Ska.File import relpath >>> relpath('/a/b/hello/there', cwd='/a/b/c/d') '../../hello/there' >>> relpath('/a/b/c/d/e/hello/there', cwd='/a/b/c/d') 'e/hello/t...
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def do_set_license_link(parser, token): """ Stores the license link to a context variable. Usage:: {% license_link as [varname] %} """ bits = token.contents.split() if len(bits) != 3: raise template.TemplateSyntaxError('%s tag requires two arguments' % bits[0]) if ...
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def bf_get_snapshot_inferred_node_roles(): # type: () -> NodeRolesData """Gets suggested definitions and hypothetical assignments of node roles for the active network and snapshot.""" return bf_session.get_node_roles(inferred=True)
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import textwrap def ExtractHelpStrings(docstring): """Extracts short help and long help from a docstring. If the docstring contains a blank line (i.e., a line consisting of zero or more spaces), everything before the first blank line is taken as the short help string and everything after it is taken as the l...
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def flat_page(path): """flat pages rendering""" page = g.pages.flatpages.get_or_404(path) # Configure the img link plugin g.flat_page = page return render_template('article.html', page=page)
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def init_smoothing_wf(fwhm=None, memcalc=MemoryCalculator(), name=None, suffix=None): """ Smooths a volume within a mask while correcting for the mask edge """ if name is None: if fwhm is not None: name = f"smoothing_{int(float(fwhm) * 1e3):d}_wf" else: name = "sm...
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import array def check_similarity_in_list(token_1: str, token_list: array, threshold: int) -> bool: """ :param token_1 :param token_list :param threshold :return true, if token_1 and at least one token in token_list are equal due to levenshtein distance and a given threshold, otherwise false "...
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def sin(val): """ Qiskit wrapper of sine function """ if isinstance(val, Qobj): return val.sinm() else: return np.sin(val)
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def toy_data_multitask(n_samples, input_dim, output_dim, random_state=None): """Generate data according to Evgeniou, C. A. Micchelli, and M. Pontil. 'Learning multiple tasks with kernel methods.' 2005. Parameters ---------- """ rs = check_random_state(random_state) X = rs.rand(n_samples, ...
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def select_all(event): """Select all text event in textbox An event that is bound to the select-all key press. Selects all text within a text widget. """ event.widget.tag_add(SEL, "1.0", END) event.widget.mark_set(INSERT, "1.0") event.widget.see(INSERT) return 'break'
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def get_service_type(f): """Retrieves service type from function.""" return getattr(f, 'service_type', None)
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def tempcsv(): """Create a temporary CSV file""" return tempfilename(suffix='.csv')
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def func_d2lV(isvegc, edge, saturate): """ input: isvegc : [ncol x nrow] array of vegetation field output : d2lV : [ncol x nrow] array, distance to nearest veg cell to the left = 0 for veg cells = 1 for bare cells with a veg cell immediately left """ ncol = isvegc...
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def generate_enum(cls_name, values, imports='') -> str: """ Helper function to create C++ enum headers :param cls_name: the name of the enum :param values: values to include :param imports: additional files to import """ code = templates.FOUNDATION_ENUM.format( name=cls_name, ...
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def u(string): """ This is a unicode() wrapper since u'string' is a Python3 compiler error. """ if is_python3(): return string return unicode(string, encoding='utf-8', errors='strict')
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def env(ctx, name, home='~'): """Run with an anaconda environment""" return ctx.prefix('source %s/%s/bin/activate %s' % (home, ANACONDA, name))
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def output_file(file_name): """ adds output file extension, if missing """ return _add_extension(file_name, Extension.OUTPUT_LOG)
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def load_pnasnetlarge(scopes, return_fn=_assign): """Converted from the [TF Slim][2].""" filename = 'pnasnet_large.npz' weights_path = get_file( filename, __model_url__ + 'nasnet/' + filename, cache_subdir='models', file_hash='a1afc7679b950b643865aa7ea716c901') values = parse_wei...
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def coord_max(t): """Multidimensional argmax Returns coordinates of largest element in tensors of any shape Args: t: Tensor to find location of max element within Returns: 0 or 1-D Tensor of length t.ndims containing coordinates """ # Run 1-D argmax on flattened array idx ...
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def block_dot(A, B, diagonal=False): """ Element wise dot product on block matricies +------+------+ +------+------+ +-------+-------+ | | | | | | |A11.B11|B12.B12| | A11 | A12 | | B11 | B12 | | | | +------+------+ o +------+------| = +-------...
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def SSIM(pred, ref): """ Compute SSIM between predicted and reference tensors in Tensorflow Params: - pred : TensorFlow tensor Predicted tensor - ref : TensorFlow tensor Reference tensor Outputs: - ssim : float SSIM value ...
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def CreatePackagableRoot(target, output_dir, ldpaths, root='/'): """Setup a tree from the packages for the specified target This populates a path with all the files from toolchain packages so that a tarball can easily be generated from the result. Args: target: The target to create a packagable root from ...
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def tablename(dxfname): """ Translate DXF-table-name to attribute-name. ('LAYER' -> 'layers') """ name = dxfname.lower() return TABLENAMES.get(name, name+'s')
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def extra_aaindex(filename): """Return AAIndex obj list. """ index_list = ['A', 'R', 'N', 'D', 'C', 'Q', 'E', 'G', 'H', 'I', 'L', 'K', 'M', 'F', 'P', 'S', 'T', 'W', 'Y', 'V'] aaindex = [] with open(filename, 'r') as f: temp_h = "" lines = f.readlines() for i...
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def make_block(arch_args, in_chs): """ Creates a block instance """ block_type_code = arch_args['block_type'] out_chs = arch_args.get('out_chs') if out_chs is None: out_chs = in_chs arch_args['name'] = clean_name(arch_args['name']) block_type_def = NetBuilderConfig.get_block_ty...
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def aks_list_table_format(results): """"Format a list of managed clusters as summary results for display with "-o table".""" return [_aks_table_format(r) for r in results]
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import requests from bs4 import BeautifulSoup import tqdm def bank_rank_banker() -> pd.DataFrame: """ 全球银行排名前 25 家 https://www.thebankerdatabase.com/index.cfm/search/ranking :return: 全球银行排名前 25 家 :rtype: pandas.DataFrame """ url = "https://www.thebankerdatabase.com/index.cfm/search/index.c...
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from functools import reduce def matmul(mat_list): """ Compute matrix multiplication of the matrices in mat_list Arguments: mat_list: list of numpy arrays, the target matrices Return: prod: numpy array, the result """ if len(mat_list) <= 1: prod = mat_list[0] els...
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def expand_branch(branch): """Handles all branch todos (if any), in other words makes it ready. Implementation of non-recursive DFS.""" if branch.ready: return trunk = branch.trunk stack = list() def stack_push(branch): assert not hasattr(branch, 'todo_it'), ("A branch has 't...
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def ByteStreamCopyToUTF16Stream(byte_stream, byte_stream_size=None): """Reads an UTF-16 formatted stream from a byte stream. The UTF-16 formatted stream should be terminated by an end-of-string character (\x00\x00). Otherwise the function reads up to the byte stream size. Args: byte_stream: The byte strea...
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def compute_error(model_data, reference_data): """Returns the summ of the squared differences between model and reference data.""" error = ((model_data - reference_data) ** 2).sum() return error
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def blog_comment(): """ 博客文章评论 """ the_result = do_blog_comment(db, Post, Comment, request.form, request.headers['X-Real-IP']) return the_result
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import importlib def api(package_name, client, name): """Return an API instance.""" module_name = snake_case(name) package = importlib.import_module(f"{package_name}.api.{module_name}_api") return { "api": getattr(package, name + "Api")(client), "calls": [], }
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import json def checa_registro_json(registro, caminho_json): """ Checa se um <registro> já está no arquivo <caminho_json>. Parâmetros ---------- registro : dict Dicionário contendo o registro a ser checado. Espera-se o formato: { ...
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def temporal_cyclic_transform(datetime_series, periodicity=None): """ TODO: VERY UNFINISHED Replaces all time resolutions above the resolution specified with a fixed value. This creates a cycle within a datetime series. Parameters ---------- datetime_series: a pandas series of datetime objec...
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import json import sys def read_json_file(json_path): """ Read inventory as json file """ tf_inv = {} try: with open(json_path) as json_handler: try: tf_inv = json.load(json_handler) except json.decoder.JSONDecodeError: print( ...
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def from_baseclaim(baseclaim: Baseclaim) -> VictorSolution: """Converts a Baseclaim into a VictorSolution. Args: baseclaim (Baseclaim): a Baseclaim. Returns: solution (VictorSolution): a VictorSolution. """ square_above_second = Square(row=baseclaim.second.row - 1, col=baseclaim.se...
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def amsthm_latex(elem: Element, doc: Doc) -> pf.RawBlock | None: """Transform amsthm defintion to LaTeX package specifications.""" # check if it is a Div, and the class is an amsthm environment options: DocOptions = doc._amsthm if isinstance(elem, pf.Div): environments: set[str] = options.theore...
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def async_run_in_kivy(func=None, clock=None): """Decorator that runs the given function in a Kivy context in an asynchronous manner, waiting (asynchronously) until it's done. It is primarily useful when kivy and trio are running in different threads. See :mod:`kivy_trio.context` and the note below for ...
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def he_normal(): """ Returns a weight initializer with a Gaussian distribution whose mean is zero and standard deviation is :math:`\\sqrt{\\frac{2}{n_i}}`, where :math:`n_i` is the number inputs to a layer. See "Delving deep into rectifiers: Surpassing human-level performance on ImageNet classifica...
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import copy import random import time def upper_bound(sequences, max_run_time_random_seconds = 1): """ Finds an upper bound based on some fast approximation algorithms.""" def alphabet_leftmost(sequences): """ Approximation algorithm by looping through a random permutation on the alphabet """ ...
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import re def get_block_source(template_source, block_name): """ Given a template's source code, and the name of a defined block tag, returns the source inside the block tag. """ # Find the open block for the given name match = re.search(NAMED_BLOCK_RE % (block_name,), template_source) if ...
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import json def get_mysql_connection(replica_set_name, writeable=False, user_role=None, replica_set_role=None): """ Get MySQL connection information. This code also exists in the wiki and is copied numberous places across the pinterest...
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import json def dj(_dict): """Converts dicts to JSON and safely handles non-serializable items""" return json.dumps( _dict, default=lambda o: 'ERROR: Item not JSON serializable', sort_keys=True, indent=3)
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from sys import version def inventree_commit_date(*args, **kwargs): """ Return InvenTree git commit date string """ return version.inventreeCommitDate()
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async def google_signin( request: Request, provider: StarletteOAuth2App = Depends(GoogleProviderMarker) ) -> RedirectResponse: """ Redirect to the login through Google OAuth. """ return await provider.authorize_redirect( # type: ignore[no-any-return] request=request, redirect_ur...
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def fillna_bfill(array): """Backward fills an array. Args: array: A 2d numpy array with dimensions (location, time) Returns: A numpy array. """ _assume_2d(array) flipped = np.flip(array) filled = fillna_ffill(flipped) return np.flip(filled)
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def generate_cholesky_factor(n=100, k=20): """ Generate a toy banded Cholesky factor """ L_band = np.random.uniform(low=0.1, high=1.0, size=(k, n)) L_band[0, :] = np.abs(L_band[0, :]) L_dense = construct_banded_matrix_from_band(k - 1, 0, L_band) return L_dense
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def get_task_status(request): """ AJAX: Gets the status of a pending background task by hash """ task_hash = request.GET.get("task_hash", "") if not task_hash: return {'response': 'bad', 'message': 'Invalid request'} # Check if completed if CompletedTask.objects.filter(task_hash=task_hash)....
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def convert_to_fortran_bool(boolean): """ Converts a Boolean as string to the format defined in the input :param boolean: either a boolean or a string ('True', 'False', 'F', 'T') :return: a string (either 't' or 'f') """ if isinstance(boolean, bool): if boolean: new_string...
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def iter_dumps(iterable, width=2): """Converts numbers from iterable in the range from -1 to 1 into signed integers 'width' wide. And dumps them into a string or a bytearray.""" if width == 1: return bytearray(map(lambda x: int(x * 127) & 255, iterable)) elif width == 2: return bytearray(_se...
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def scatterplot( a, b=None, along="x", area=None, aspect=None, color=None, filename=None, height=None, hyperlink=None, label=None, margin=50, marker="o", mlstyle=None, mstyle=None, opacity=1.0, ...
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def is_decorated(field_spec): """ is this spec a decorated one :param field_spec: to check :return: true or false """ if 'config' not in field_spec: return False config = field_spec.get('config') return 'prefix' in config or 'suffix' in config or 'quote' in config
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