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from typing import List import os import fnmatch def glob(glob_pattern: str, directoryname: str) -> List[str]: """ Walks through a directory and its subdirectories looking for files matching the glob_pattern and returns a list=[]. :param directoryname: Any accessible folder name on the filesystem. ...
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from typing import Union import pandas def _upload_entity_df_into_sqlserver_and_get_entity_schema( engine: sqlalchemy.engine.Engine, config: RepoConfig, entity_df: Union[pandas.DataFrame, str], ) -> EntitySchema: """ Uploads a Pandas entity dataframe into a SQL Server table and constructs the ...
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def test_store_decorator(sirang_instance): """Test dstore""" db = 'dstore' collection = 'test' def test_func(arg1, arg2, arg3, arg4): return arg2 # Test inversions no_invert = sirang_instance.dstore( db, collection, keep=['arg1', 'arg2'], inversion=False, doc_id_templat...
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def remove_backups(files, cutoff_time): """Use this tool to remove backups older than given input from a directory. """ def older_than(item): item_time, item = item return item_time < cutoff_time files_to_remove = filter(older_than, files) for item in files_to_remove: date_ti...
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def incsum(prevsum, prevmean, mean, x): """Caclulate incremental sum of square deviations""" newsum = prevsum + abs((x - prevmean) * (x - mean)) return newsum
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def sdate_from_datetime(datetime_object, format='%y-%m-%d'): """ Converts a datetime object to SDATE string. """ return datetime_object.strftime(format)
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def zyz(alpha, beta, gamma): """ 3d rotation around z-, y-, z-axis: float, float, float -> (3,3)-array """ return np.dot(z(alpha), np.dot(y(beta), z(gamma)))
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import numpy as np from functools import partial from lripy.projindex import projindex from lripy.proxnonconv import proxnonconv from lripy.proxnormrast import proxnormrast from lripy.dr import dr def drcomplete(N,Index,r,p,solver = None, gamma = 1,rho = 1,Z0 = None,tol = None): """ Douglas-Rachford proximal ...
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def load_data(database_filepath): """ load data and output features and targets """ # load data from database engine = create_engine('sqlite:///{}'.format(database_filepath)) file_name = database_filepath.split("/")[-1] table_name = file_name.split(".")[0] df = pd.read_sql_table(ta...
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def hpix2radec(nside, hpix): """ Function transforms HEALPix index (ring) to RA, DEC parameters ---------- nside : int hpix : array_like HEALPix indices returns ------- ra : array_like right ascention in deg dec : array_like de...
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def convert_crop_cam_to_orig_img_and_focal(cam, bbox, img_width, img_height, focal=5000., resized_width=224, resized_height=224, new_focal=None): """ Borrow from VIBE """ ''' Convert predicted camera from cropped i...
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def ismember(a, b): """ equivalent of np.isin but returns indices as in the matlab ismember function returns an array containing logical 1 (true) where the data in A is B also returns the location of members in b such as a[lia] == b[locb] :param a: 1d - array :param b: 1d - array :return: is...
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def init_obj_discrete(env_fn_discrete): """ Instantiate a PolicyWithValue class object """ MyNet = PolicyWithValue( policy_net = 'mlp', env = env_fn_discrete, normalize_observations=False ) return MyNet
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def new_norm(graphs_, bl_feat): """Normalize graph function uniformly""" newnorm = dict(zip(bl_feat, [0] * 5)) for attr in bl_feat: for gs in graphs_: for g in gs: tmp = max(nx.get_node_attributes(g, attr).values()) if tmp > newnorm[attr]: ...
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def in6_and(a1, a2): """ Provides a bit to bit AND of provided addresses. They must be passed in network format. Return value is also an IPv6 address in network format. """ return _in6_bitops(a1, a2, 1)
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def send_data(socket_path, data): """Send data to the socket path. The send method takes serialized data and submits it to the given socket path. This method will return information provided by the server in String format. :returns: String """ with UNIXSocketConnect(socket_path) as s...
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import os def get_manifest(apk_path): """反编译解压apk,获取AndroidManifest.xml文件""" # command = 'apktool d ' + apk_path + ' -o apkshield_tmp' # os.system(command) decompAPK(apk_path) stDisassembleDp = apk_path + "decompile" stAMFp = os.path.join(stDisassembleDp, "AndroidManifest.xml") print("stAM...
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import functools def nim(heaps, game_type, output=True): """ Computes next move for Nim, for both game types normal and misere. if there is a winning move: return tuple(heap_index, amount_to_remove) else: return 0, 0 - mid-game scenarios are the same for both game types >>> ...
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import ctypes def get_positions(p_state, idx_image=-1, idx_chain=-1): """Returns a `numpy.array_view` of `shape(NOS, 3)` with the components of each spins position. Changing the contents of this array_view will have direct effect on the state and should not be done. """ nos = system.get_nos(p_state, ...
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def image_dataset_from_tfrecords(globs, tag, image_shape, batch_size = 0, shuffle = True, repeat = -1): """Loads images from sharded TFRecord files. A...
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def get_writer(_): """ Returns the writer class. """ return LunrWriter
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def test_logo(): """ Plot the GMT logo as a stand-alone plot. """ fig = Figure() fig.logo() return fig
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def decrypt(data, key, iv, guest_padding_size): """Decrypt using AES CBC""" decryptor = AES.new(key, AES.MODE_CBC, IV=iv) # if ValueError AND has correct padding, https://github.com/Legrandin/pycryptodome/issues/10#issuecomment-354960150 if guest_padding_size == 0: # can use as flag bcoz pad with 0 will...
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def SRL32(init=0, has_shiftout=False, has_ce=False): """ Configure a Slice as a 32-bit shift register [I, A[5]] -> O @note: SRL32's can be chained together using SHIFTOUT and SHIFTIN. In that case, an SRL32 does not generate any output. """ if isinstance(init, IntegerTypes): i...
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def compute_peak_valley(rip: DataStream, rip_quality: DataStream, fs: float = 21.33, smoothing_factor: int = 5, time_window: int = 8, expiration_amplitude_threshold_perc: float = 0.10, ...
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def WaveguideConnect(port1: "DevicePort",port2: "DevicePort", rad: float = 3): """ Simple waveguide connector for two ports. Given a start port and an end port, the function attempts to connect the ports using a sequence of straight lines (sequencer command S), 90 degrees bends ...
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def convert_title(original_title): """Remove underscores from string""" new_title = original_title.replace("_", " ").title() new_title = new_title.replace("Api", "API") return new_title
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import os import sys def our_path(): """ This will get us the program's directory, even if we are frozen using py2exe""" if _are_we_frozen(): return os.path.dirname(unicode(sys.executable, sys.getfilesystemencoding( ))) return os.path.dirname(unicode(__file__, sys.getfilesystemencoding( )))
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import types def type_from_outputs(outputs): """ :param outputs: [ Theano Variable ] :returns: pykit return type """ result_types = [map_type(v.type) for v in outputs] if len(outputs) > 1: result_type = types.Tuple(result_types) else: result_type, = result_types ...
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from typing import OrderedDict def analyze_sentiment(text, **kwargs): """ Analyzing Sentiment in a String Args: text_content The text content to analyze """ if not text: return "Syntax: /analyze_sentiment <your text here>" client = language_v1.LanguageServiceClient() # Av...
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def abbreviate_for_xray(payload: dict) -> dict: """ If the payload includes a file, the file is translated to just it's name and size instead of including the whole file. """ for k in payload.keys(): v = payload.get(k) if isinstance(v, File): v = {"type": v.type, "siz...
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def get_version(release): """ Given x.y.z-something, return x.y On ill-formed return verbatim. """ if '.' in release: sl = release.split(".") return '%s.%s' % (sl[0], sl[1]) else: return release
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def arrays_shape(*arrays): """Returns the shape of the first array that is not None. Parameters ---------- arrays : ndarray Arrays. Returns ------- tuple of int Shape. """ for array in arrays: if array is not None: shape = array.shape ...
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def get_coords_2d(obj, P): """ calculate the image (2d) coordinates of the 3d bounding box of an object. """ bbox3 = get_coords_3d(obj) # Rl = obj.Rl # height = obj.height # width = obj.width # length = obj.length # x = obj.x # y = obj.y # z = obj.z # bbox = np.array(...
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def setPanicProperty(prop, value): """ Method to write global properties It manages compatibility with PANIC <= 6 using PyAlarm properties """ print('setPanicProperty(%s, %s)' % (prop, value)) r = get_tango().get_property('PANIC',[prop])[prop] o = get_tango().get_class_property('PyAlarm',[p...
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import math def gridSquare(eastings, northings, squaresize): """Returns the appropriate National Grid Reference including 100km letters. eastings: in metres between 0 and 700000 northings: in metres between 0 and 1300000 squaresize: in kilometres, valid values are 100,10,5,1,0.5,0.1,0.01,0.001 ""...
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def findGenSubClasses(superclass): """Find all Generator sub-classes of a certain class, e.g. ODEsystem.""" assert isinstance(superclass, str), \ "findGenSubClasses requires a string as the name of the class to search for subclasses." subclasslist = [] sc = eval(superclass) for x in theGe...
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import os def delete_cache(package, location): """ Remove selected cached data, please run print_cache() to get path. Parameters ---------- location : str Returns ------- result : boolean """ home, _ = _get_home(package=package) if not isinstance(location, str): ...
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import os def get_artemis_data_path(relative_path ='', make_local_dir = False): """ Get the full local path of a file relative to the Data folder. If the relative path starts with a "/", we consider it to be a local path already. TODO: Make this Windows-friendly :param relative_path: A path relativ...
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def PSQRT(N, C, M, A): """ PSQRT finds the first m + 1 coefficients of the square-root power series $$ (c_0 + c_1 \, z + \cdots + c_n \, z^n) ^{0.5} = a_0 + a_1 \, z + + a_2 \, z^2 + \cdots $$ p. 32 """ A[0] = SQRT(C[0]) TA = 2 * A[0] A[1] = C[1] / TA A[2] = (C[2] - A...
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import os def check_is_board(riotdir, board): """Verify if board is a RIOT board. :raises ValueError: on invalid board :returns: board name """ if board == 'common': raise ValueError("'%s' is not a board" % board) board_dir = os.path.join(riotdir, 'boards', board) if not os.path.i...
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def overview_command(): """Market data overview [Wall St. Journal]""" # Debug user input if imps.DEBUG: logger.debug("econ-overview") # Retrieve data df = wsj_model.market_overview() # Check for argument if df.empty: raise Exception("No available data found") df["Last ...
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def load_manga(f): """ Load manga object by query manga_id into g.manga """ @wraps(f) def wrapper(manga_id, *args, **kwargs): manga = Manga.query.get(manga_id) if not manga: return jsonify({ 'code': 404, 'message': 'Not Found' }), 4...
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def pln_reflection_basis(pt_coord, pln_pt, pln_normal): """ Symétrie mirroir, en 3D, par rapport à un plan. Le plan est défini par une normale et un point contenu dans ce plan. """ # ? laisser la possibilité d'utiliser directement un np.array ou une liste # ? pour donner les coordonnées pour plu...
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import asyncio def global_bluetooth_lock(): """Initialize the global bluetooth lock inside the current event loop.""" global GLOBAL_BLUETOOTH_LOCK # pylint: disable=global-statement if GLOBAL_BLUETOOTH_LOCK is None: GLOBAL_BLUETOOTH_LOCK = asyncio.Lock() return GLOBAL_BLUETOOTH_LOCK
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def max_profit(prices): """ Say you have an array for which the ith element is the price of a given stock on day i. If you were only permitted to complete at most one transaction (i.e., buy one and sell one share of the stock), design an algorithm to find the maximum profit. Note that you cannot s...
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def intrinsic_photo_all( request, category_id='all', filter_key='all', template="intrinsic/photo_all.html", extra_context=None): """ View judgements in images with each image taking up a block and the list of photo categories on the left """ entries = Photo.objects....
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def get_authenticated_api_session(username, password): """ :return: an authenticated api session """ session = MoJOAuth2Session( client=LegacyApplicationClient( client_id=settings.API_CLIENT_ID ) ) session.fetch_token( token_url=get_request_token_url(), ...
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def add_customer_invoice(customer_invoice_data): """ 添加信息 :param customer_invoice_data: :return: None/Value of user.id :except: """ return db_instance.add(CustomerInvoice, customer_invoice_data)
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from typing import Dict from typing import Union from typing import List import os import logging import io def get_matrix_from_cellranger_mtx(filedir: str) \ -> Dict[str, Union[sp.csr.csr_matrix, List[np.ndarray], np.ndarray]]: """Load a count matrix from an mtx directory from CellRanger's output. F...
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def model_as_json(bot_entries): """ Casts a list of lists into a list of modeled dictionaries. New data format is JSON-like and suitable for MongoDB @param bot_entries (list) list of sub-lists @returns json_list (list) list of modeled dictionaries """ ...
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def encompasses_broadcastable(b1, b2): """ Parameters ---------- b1 The broadcastable attribute of a tensor type. b2 The broadcastable attribute of a tensor type. Returns ------- bool True if the broadcastable patterns b1 and b2 are such that b2 is broad...
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import types import numba def get_key_dict_overload(arr): """returns dictionary and possibly a byte_vec for multi-key case """ # get byte_vec dict for multi-key case if isinstance(arr, types.BaseTuple) and len(arr.types) != 1: n_bytes = 0 context = numba.targets.registry.cpu_target.tar...
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import os import glob def get_file_names_from_dir(dir, extension): """ gets all file names with extension from directory Args: dir (string): directory to look for files extension (string): extension with no '.' ie 'tif', 'JPG' """ return [y for x in os.walk(dir) for y in glob(os.path....
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def week(): """Get latest weekly ranks.""" url = f"{BASE_URL}/week/index.htm" return utils.get_ranks(url, SELECTOR, parser)
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def cone(toplexes, subcomplex, coneVertex="*"): """Construct the cone over a subcomplex. The cone vertex can be renamed if desired. The resulting complex is homotopy equivalent to the quotient by the subcomplex.""" return toplexes + [spx + [coneVertex] for spx in subcomplex]
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from typing import Any async def read_item( *, con: AsyncIOConnection = Depends(db.get_con), item_id: UUID, current_user: schemas.User = Depends(auth.get_current_active_user), ) -> Any: """ Get item by id. """ item = await crud.item.get(con, id=item_id) if not item: raise H...
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from typing import List async def get_max_power( token: str, cups: str, distrubutor_code: int, start_date: str, end_date: str, authorized_nif: str = None, ) -> List[MaxPower]: """Search the maximum power and the result will appear in kW Args: token (str): Bearer token ...
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import logging def filter_remove_keyword_images(keywords_set, keyword_list, use_lemma=True): """Filter keyword-image pairs removing all images with keywords in the specified list. NOTE: this should be used instead of `filter_remove_images` to remove all image instances associated with remove keyword, inc...
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def replace(correct, guess, correct2): """ Find out if your guess is in the correct answer or not, if yes, put it into your answer """ ans = '' i = 0 for ch in correct: if guess == ch: ans += correct[i] else: ans += correct2[i] i += 1 # for i i...
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def V_morse_1dof(x, par): """ Parameters ---------- x : TYPE independent variable value of the potential energy function. par : TYPE parameters of the potential energy function. Returns ------- V : TYPE potential energy of the 1 DOF morse oscillator system ...
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def broadcastable(shape_1, shape_2): """Returns whether the two shapes are broadcastable.""" return (not shape_1 or not shape_2 or all(x == y or x == 1 or y == 1 for x, y in zip(shape_1[::-1], shape_2[::-1])))
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import json from datetime import datetime def getAccount(): """ API has been changed to accept only POST requests. Path of API has been changed. Now the body of POST must be { "username" : 17BECXXXX, "password" : password } """ # First check if query is okay or not dat...
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def mesos_cluster_memory_resource_total_range(cluster_id, start, end): """mesos集群内存总量, 单位MB""" step = (end - start) // 60 prom_query = f""" max by (cluster_id) (bkbcs_scheduler_cluster_memory_resource_total{{cluster_id="{cluster_id}"}}) """ # noqa resp = query_range(prom_query, start, end, ...
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def bipartite_sets(bg): """Return two nodes sets of a bipartite graph. Parameters: ----------- bg: nx.Graph Bipartite graph to operate on. """ top = set(n for n, d in bg.nodes(data=True) if d['bipartite']==0) bottom = set(bg) - top return (top, bottom)
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import logging import argparse import sys def parse_args(): """ The argument parser """ logger = logging.getLogger() parser = argparse.ArgumentParser( description=help_description(), epilog=help_epilog() ) parser.formatter_class = argparse.RawDescriptionHelpFormatter parser...
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from datetime import datetime def log(args, msg): """ Prints the message if debugging is turned on. """ def __now(): return datetime.utcnow().isoformat() if args.debug: print(f"[{__now()}] {msg}")
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def match_any(audit_id, result_to_compare, args): """ Match list of strings :param result_to_compare: The value to compare. :param args: Comparator dictionary as mentioned in the check. """ log.debug('Running string::match_any for check: {0}'.format(audit_id)) for option_to...
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def find_mqtt_topic(name: str) -> str: """ Based on the button name find the corresponding mqtt command """ if name == BUTTON_SHUFFLE: return PHONIEBOX_CMD_PLAYER_SHUFFLE if name == BUTTON_SCAN: return PHONIEBOX_CMD_SCAN if name == BUTTON_REWIND: return PHONIEBOX_CMD_PLAY...
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def next(aList, index): """ Return the index to the next element (compared to the element with index "index") in aList, or 0 if it already is the last one. Useful to make a list of loop. """ return (index+1) % len(aList)
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def load_shp_data(path, drivername='ESRI Shapefile'): """ Returns shp file dataset Parameters ---------- path : str Path to shp file drivername : str, optional ogr driver name (default: 'ESRI Shapefile') Returns ------- shp : object shp data object """ ...
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def test_rshift_into_node(clear_default_graph): """Test the node rshift operator with an INode as target. Note that OutputPlug >> INode is tested in the plug tests.""" @Node(outputs=["marker"]) def Node1(): return {"marker": None} @Node(outputs=[]) def Node2(marker): return {} ...
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def htmlize(widget): """ Jinja filter to render a widget to a html string """ html = widget.render(widget) try: html = html.decode('utf-8') except Exception: pass return html
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def parse_date_format(string: str) -> str: """ Parses the date-format string for date-type attributes. TODO: Implement. csterling :param string: The date-format string to parse. :return: Currently, just the input. """ return string
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def parallel_pre_compile_op(job: TbeJob): """ Parallel pre compile op :param job: :return: """ compute_op_info_list = get_compute_op_list(job.content) if len(compute_op_info_list) != 1: job.error("Invalid op compute num ({}) in pre compile op".format(len(compute_op_info_list))) ...
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def transformFromOutputMatrix(curveMatrix=None, transformType='locator', showLocalAxis=True): """create a connected transform for each output.outputMatrix""" curveMatrix = (mc.ls(curveMatrix, type='prCurveMatrix') or mc.ls(sl=True, type='prCurveMatrix') or [None])[0] tr...
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def search_sensor_id(endpoint: str) -> int: """ Retrieve list of connected sensors from: Integration: VMware Carbon Black EDR (Live Response API). Command: cb-list-sensors. Args: endpoint: Endpoint name - hostname/IP Returns: str: sensor id if found else empty string...
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import time def get_packing_recipe(args, sequence_lengths): """Given program arguments and a list of sequence lengths return the packing recipe. A "packing recipe" primarily consists of a set of strategies "strategy_set" and the "mixture" which states how many times each one of these strategies should be...
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def _merge_block(internal_transactions, transactions, whitelist): """ Merge responses with trace and chain transactions. Remove non-whitelisted fields Parameters ---------- internal_transactions : list List of trace transactions transactions : list List of chain transactions ...
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import sys import os import time def make_skies_for_a_brick(survey, brickname, nskiespersqdeg=None, bands=['g', 'r', 'z'], apertures_arcsec=[0.75], write=False): """Generate skies for one brick in the typical format for DESI sky targets. Parameters ---------- survey : :clas...
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import subprocess def findProcesses(user=None, exe=None): """Find processes in process list. Args: user: str, optional, username owning process exe: str, optional, executable name of process Returns: dictionary of pids = { pid: { 'user': str...
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from typing import Type from re import T def parse_item(location: str, item_type: Type[T], item_name_for_log: str = None, file_mapping_conf: FileMappingConfiguration = None, logger: Logger = default_logger, lazy_mfcollection_parsing: bool = False) -> T: """ Creates a RootParser()...
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from re import T from operator import ne def tpow(x: T.Tensor, a: float) -> T.Tensor: """ Elementwise power of a tensor x to power a. Args: x: A tensor. a: Power. Returns: tensor: Elementwise x to the power of a. """ return ne.evaluate('x**a')
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def get_last_price(base,quote, return_price_only): """ Args: 'DOT', 'USDT' """ tickers = spot_api.list_tickers(currency_pair=f'{base}_{quote}') assert len(tickers) == 1 t = tickers[0] if return_price_only: return t.last logger.info(f"GET PRICE: {t.currency_pair} | last={...
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import os def load_state_dict_from_url(url: str, path: str, md5: str=None) -> os.PathLike: """ Download and load a state dict from url """ if not os.path.isdir(path): os.makedirs(path) download.get_path_from_url(url, path, md5) return load(os.path.join(path, os.path.basename(url)))
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import hashlib def decrypt_lsa_key_nt5(lsakey, syskey): """ This function decrypts the LSA key using the syskey """ dg = hashlib.md5() dg.update(syskey) for i in xrange(1000): dg.update(lsakey[60:76]) arcfour = RC4(dg.digest()) deskey = arcfour.encrypt(lsakey[12:60]) return...
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def __iot_policy_version_exists(cleaner, iot_policy_name, iot_policy_version_id): """ Verifies if a policy version exists. This is should be replaced once iot supports Waiter objects for policy deletion. :param cleaner: A Cleaner object from the main cleanup.py script :param iot_policy_version_id: C...
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from typing import Callable def milne_predictor_corrector_method(f: Callable[[float, float], float], y0: float, x: list[float], h: float, yl: list[float]) -> float: "...
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def value_at_risk_percent(df: pd.DataFrame, t: int, period=10, alpha=0.95, price_col='Close'): """Calculates the Value at Risk (VaR) of time period """ # t must be bigger than 2 to evaluate percentile if t-period+2 < 0: var_df = df.iloc[1:t+1] else: var_df = df.iloc[t-period+1:t+1] ...
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from pathlib import Path def read_xml(f: Path) -> ElementTree.Element: """Read an XML file and return the root""" with open(f, "r") as xml_file: return ElementTree.XML(xml_file.read())
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def dcg_score(y_true, y_score, k=10, gains="exponential"): """Discounted cumulative gain (DCG) at rank k Parameters ---------- y_true : array-like, shape = [n_samples] Ground truth (true relevance labels). y_score : array-like, shape = [n_samples] Predicted scores. k : int ...
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from pathlib import Path def get_resource_file(resource_name): """ :param resource_name: The name of the resource file placed in `SFUTranslate/resources` directory :return: an object of `pathlib.PosixPath` which can be directly opened or traversed """ return Path(get_resources_dir(), resource_name...
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def _conv_number(number, typen=float): """Convert a number. Parameters ---------- number Number represented a float. typen : The default is ``float``. Returns ------- """ if typen is float: try: return float(number) except: ...
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def is_simple_path(G: nx.Graph, path: VertexList) -> bool: """Is the path simple in the graph? Args: G: input graph path: Ordered sequence of vertices Returns: True if the path is simple in the graph """ return is_walk(G, path) and len(path) == len(set(path))
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import sys def _build_image(client, tag, path) -> Image: """ Helper function to get a correct type """ try: return _try_build_image(client, tag, path) except DppError as e: message.stdout_progress_error(e) sys.exit(1)
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from datetime import datetime def str_to_datetime(sdt: str) -> datetime: """try convert str to datetime with DATETIME_TYPE format until no exception""" if sdt: for k in DATETIME_TYPE: try: return datetime.strptime(sdt, k.value) except: pass ...
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def remove_virtual_slot_cmd(lpar_id, slot_num): """ Generate HMC command to remove virtual slot. :param lpar_id: LPAR id :param slot_num: virtual adapter slot number :returns: A HMC command to remove the virtual slot. """ return ("chhwres -r virtualio --rsubtype eth -o r -s %(slot)s " ...
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from datetime import datetime def daily_quota(day=None): """Return the daily quota for a given day. :param day: date object (defaults to today) """ if day is None: day = datetime.today() if HAPPY_HOUR_START <= day and day < HAPPY_HOUR_END: return HAPPY_HOUR_QUOTA elif day.wee...
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import json def dict_to_bytestring(dictionary): """Converts a python dict to json formatted bytestring""" return json.dumps(dictionary).encode("utf8")
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def login(): """ Login user to ZenType account. """ r = request.get_json() user_email = r.get('email', None) user_password = r.get('password', None) userDO = UserAuth.find_user_and_validate_password( email=user_email, password=user_password ) if userDO is not None: # if the user was created successfu...
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