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def authenticate(user, password): """return a user's hash""" user_pass = User.query.filter_by(user=user).first() if user_pass is None: raise UserNotFound(user) else: return user_pass.serialize_user()["hash"]
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from typing import List def txt2list(path: str) -> List: """ Opens a text file and converts to list by splitting on new lines """ with open(path, "r") as f: txt = f.read() return list(filter(None, txt.split("\n")))
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def get_db(): """Fetch db session from the context var""" session = session_context_var.get() if session is None: raise Exception("Missing session") return session
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import gzip import traceback def upload_file(bucket: str, key: str, data: bytes): """ Upload file with gzip """ try: bio = BytesIO() with gzip.GzipFile(fileobj=bio, mode="wb") as gz: gz.write(data) bio.seek(0) s3.upload_fileobj(bio, bucket, key, ExtraArgs={...
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def prepCohortOneYear(data_config, sql_template_config, year_index, mode, db_engine, logger): """ Prepare the cohort table for training or validation data :param data_config: data config from yaml :param sql_template_config: sql template config from yaml :param year_index: the index of cohort, label...
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import os def get_files_for_project(project_name): """Get the set of files for a learn project""" found_files = set() project_dir = "{}/{}/".format(LEARN_GUIDE_REPO, project_name) for file in os.listdir(project_dir): if "." in file: cur_extension = file.split(".")[-1] i...
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def create_rsa_encrypted_pem(private_key, passphrase): """ <Purpose> Return a string in PEM format (TraditionalOpenSSL), where the private part of the RSA key is encrypted using the best available encryption for a given key's backend. This is a curated (by cryptography.io) encryption choice and the ...
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def convert_code_list_to_hierarchy(cl, as_list=False): """ Receives a list of codes. Codes are sorted lexicographically (to include numbers). Two types of coding schemes are supported by assuming that trailing zeros can be ignored to match parent -> child relations. The first is uniformly sized codes (...
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def precisionAtK(result, k): """ Precision@K: Set a rank threshold K Compute % relevant in top K Ignores documents ranked lower than K """ if k<result.shape[1]: result = result[:, :k] score = 0.0 for i in range(len(result)): score += np.sum(result[i,:]) /...
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import os def load_model(model_dir): """ Loads a graph based tf saved model and also the classes for detection. Accepts: model_dir => directory in which model's pb or pbtxt file is placed """ return tf.saved_model.load(os.path.join(os.getcwd(),model_dir))
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def obtain_value(entry): """Extract value from entry. The entries could be like: '81.6', ': ', '79.9 e', ': e'. """ entry = entry.split(' ', maxsplit=-1)[0] # Discard notes. if not entry or entry == ':': return None return float(entry)
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def load_schema(path): """Load the card schema from disk. Parameters ---------- path : path_like location of the schema yaml file Returns ------- `dict` dictionary schema """ with open(path, 'r') as fid: return yamlr.load(fid)
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def call_solver(p,quiet): """ Calls solver. :param p: Convex cvxpy_program. Assumed to be expanded. :param quiet: Boolean. """ # Set printing format for cvxopt sparse matrices opt.spmatrix_str = opt.printing.spmatrix_str_triplet # Expand objects defined via parti...
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def TNaming_Naming_Name(*args): """ * Creates a Namimg attribute at label <where> to identify the shape <Selection>. Geometry is Standard_True if we are only interested by the underlying geometry (e.g. setting a constraint). <Context> is used to find neighbours of <S> when required by the naming. If KeepOrientat...
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def build_call_seq_nb(target_shape, group_lens, call_seq_type=CallSeqType.Default): """Build a new call sequence array.""" if call_seq_type == CallSeqType.Reversed: out = np.full(target_shape[1], 1, dtype=np.int_) out[np.cumsum(group_lens)[1:] - group_lens[1:] - 1] -= group_lens[1:] out ...
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from datetime import datetime def convert_amazon_time_to_local(s): """ parse a date-time string given by Amazon and outputs the string of the local time""" return datetime.datetime.strftime(datetime.datetime.strptime(s, "%Y-%m-%dT%H:%M:%S.%fZ"), '%c')
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from datetime import datetime def statistics_customer_data(request): """returns totals for statistics as JSON""" cutoff_date = now() - datetime.timedelta(days=FREIGHT_STATISTICS_MAX_DAYS) finished_contracts = Q(contracts_issuer__status=Contract.Status.FINISHED) & Q( contracts_issuer__date_complet...
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def save_all(): """ :return: bool success """ return azlmbr.atomtools.AtomToolsDocumentSystemRequestBus(bus.Broadcast, "SaveAllDocuments")
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def retweet_or_no(link): """ Function to decide whether or not to retweet the link represented by the bioarxiv article Parameters ---------- link : link to bioarxiv article Returns ------- bool : True, if female or ambiguous False, if male or unknown """ ...
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def add_tenants(key, tenant_names): """Add the given tenant_names if they don't already exist""" for tenant_name in tenant_names: if not get_tenant(key, tenant_name): key.tenants.create(tenant_name=tenant_name, enabled=True) return True
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def get_tilting_angles( struct: Structure, b_cation: str = 'Pb', x_anion: str = 'I', distance_between_b_cations: float = 6.6, distance_between_b_x: float = 3.8, algorithm: str='neighbors', verbose: bool = False, ): """ Calculates tilting angles (between B-X-B) for a given structure....
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import os def create_persistence_distance_file( orig_path: str, interpol_path: str, savefile: bool = True, distance_type: ["wasserstein", "bottleneck"] = "wasserstein", filtration: ["alpha", "rips", "witness"] = "rips", amount_of_files: int = 100 ) -> np.ndarray: """ Creates from two d...
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def time_str_fixer(timestr): """ timestr : str output rval : str if year is 2006, hysplit trajectory output writes year as single digit 6. This must be turned into 06 to be read properly. """ if isinstance(timestr, str): temp = timestr.split() year = str(int(temp[0])).zf...
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def plot_corr_map( sourceTable, sourceVar, targetTables, targetVars, dt1, dt2, lat1, lat2, lon1, lon2, depth1, depth2, temporalTolerance, latTolerance, lonTolerance, depthTolerance, method='spearman', exportDataFlag=False, show=True ...
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def abs(x): """Element-wise absolute value. # Arguments x: Tensor or variable. # Returns A tensor. """ return tf.abs(x)
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import torch def psnr_compute(img_batch, ref_batch, batched=False, factor=1.0, clip=False): """Standard PSNR.""" if clip: img_batch = torch.clamp(img_batch, 0, 1) if batched: mse = ((img_batch.detach() - ref_batch) ** 2).mean() if mse > 0 and torch.isfinite(mse): retur...
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def solve(input: list) -> dict: """Solve equation with the quadratic formula\n **Please input a list: [a, b, c] for an equation like ax² + bx + c** Examples of keys: ["step 1"], ["step 2"], etc. Final answer: ["final answer"]""" return steps
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def extend_dict(d1, d2): """Extends d1 with d2, removing duplicates from d1""" d1_keys = set(d1.keys()) d2_keys = set(d2.keys()) intersect_keys = d1_keys.intersection(d2_keys) return dict(**{o: d1[o] for o in d1_keys - intersect_keys}, **d2)
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def gdf_bbox(gdf): """Make a bounding box around all geometries in a GeoDataFrame. Parameters ---------- gdf : :class:`geopandas.GeoDataFrame` GeoDataFrame with geometries around which to define bounding box Returns ------- :class:`geopandas.Polygon` Bounding box """ ...
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def lint(proto: Proto) -> int: """Run default linter on given proto. Returns number of warning reported. """ return Linter().lint(proto)
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def login(): """Redirects the login to the real blaulichtSMS Dashboard API to get a real session token. Otherwise, the application would not be able to login to the blaulichtSMS Einsatzmonitor web application. :return: An blaulichtSMS Dashboard API session element in JSON """ login_data = request....
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import re def RemoveTime(output): """Removes all time information from a Google Test program's output.""" return re.sub(r'\(\d+ ms', '(? ms', output)
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def IsInclude(line): """Return True if line is an include of another file.""" return line.startswith("@include ")
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import heapq def largest_n_element(m_dict, n): """Get the largest n words from the dict Args: m_dict (dict): the dict with word as key and the count of word as value n (int): the number of elements we have to return Returns: list_: the n largest pairs in the dict order by value ...
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def f(x, a): """Fitting function""" return a/np.log2(x)
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def err_ratio(predict, dataset, examples=None, verbose=0): """Return the proportion of the examples that are NOT correctly predicted. verbose - 0: No output; 1: Output wrong; 2 (or greater): Output correct""" examples = examples or dataset.examples if len(examples) == 0: return 0.0 right = 0...
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def filename_set_error_plot() -> str: """Returns filename of set error plot. """ filename = f"set_error_plot{C.postfix_plot_image_format}" return filename
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def _get_label_from_dv(dv, i): """Return label along with the unit of the dependent variable Args: dv: DependentVariable object. i: integer counter. """ name, unit = dv.name, dv.unit name = name if name != "" else str(i) label = f"{name} / ({unit})" if unit != "" else name r...
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def damaged_now(feat): """Pobiera z OSM poprzednią wersję obiektu i sprawdza czy uszkodzenie powstało w wyniku tego changesetu""" if int(feat["version"]) > 1: obj_now = get_Object(feat, int(feat["version"])) obj_before = get_Object(feat,int(feat["version"])-1) return addr_edited(obj_now,...
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def get_land_only(dtset, tolerance=0.5): """ Returns True where land. :param dtset: :return: """ if 'LANDFRAC' in dtset: mask = dtset['LANDFRAC']>tolerance if 'time' in mask.dims: return mask.isel(time=0).squeeze() else: return mask else: print('LA...
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def current_tree() -> GameTree: """Return the current tree.""" return _current_tree
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from typing import Optional def lin_segment_from_gcode(command: GCmd, current_pose: np.ndarray, ds: float, is_absolute: bool, curr_vel: float, curr_acc: float, orig_offset: Optional[Coordinate] = None) -> LinearSegment: """ Generates a linear trajectory segment in task space from a ...
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from typing import Optional from datetime import datetime def get_facebook_posts( profile_id: int, *, start_date: Optional[datetime.date] = None, ) -> pd.DataFrame: """Read data for posts on Facebook profile via Quintly API. Args: profile_id (int): ID of profile to request data for. ...
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def get_seconds(value, scale): """Convert time scale dict to seconds Given a dictionary with keys for scale and value, convert value into seconds based on scale. """ scales = { 'seconds': lambda x: x, 'minutes': lambda x: x * 60, 'hours': lambda x: x * 60 * 60, 'days': lambda x: x * 60 * 60 *...
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def selectEvents(hazard_db): """ Select all events from _tblEvents_. :param hazard_db: :class:`HazardDatabase` instance. :returns: :class:`numpy.recarray` containing the full listing of each event in the table. """ query = "SELECT * FROM tblEvents ORDER BY eventMaxWind ASC" ...
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def remove_surrogates(s, errors='replace'): """Replace surrogates generated by fsdecode with '?'""" return s.encode('utf-8', errors).decode('utf-8')
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import requests import urllib def fetch_html(page_url): """ Returns the HTML of the page at page_url """ html = "" try: # spoof header for sites like Amazon that make it more dfficult to scrape req = requests.get(page_url) html = req.text except urllib.error.URLError as e: ...
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def np_mat_to_rot6d(np_mat): """ Get 6D rotation representation for rotation matrix. Implementation base on https://arxiv.org/abs/1812.07035 [Inputs] flattened rotation matrix (last dimension is 9) [Returns] 6D rotation representation (last dimension is 6)...
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def getHandler(database): """ a function instantiating and returning this plugin """ return SpamReports(database, 'feedback', public_endpoint_extensions=['insert'])
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def createParameterWidgetRemote(instruments, doexec=True): """ Create a parameter widget in a remote process. Note: this can only be used if all the Instruments are remote instruments. """ p = mp.Process(target=createParameterWidget, args=(instruments,)) p.start() return p
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from typing import Tuple def generate_query_by_keeping_granularity( query: SQLQuery, group_by: list, current_step_name: str, query_to_complete: str = "", aggregated_cols=None, group_by_except_target_columns=None, ) -> Tuple[SQLQuery, str, list]: """ On some steps, when we do the Group ...
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import time def get_access_token(request): """Get the access token, or fetch a new one if it is possible, otherwise return None.""" if not get_setting("STORE_TOKENS", False): return None prefix = get_setting("SESSION_KEY_PREFIX", DEFAULT_SESSION_KEY_PREFIX) access_token = request.session.get(...
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def is_some_float(arg, allow_none=False): """ >>> is_some_float(3) False >>> is_some_float(3.5) True >>> import numpy as np >>> is_some_float(np.float64(3.5)) True >>> is_some_float(np.double(3.5)) True >>> is_some_float(None) False >>> is_some_float(None, allow_none=...
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def deletequiz(quizID): """Renders the create quiz page for educators.""" if not current_user.check_educator(): return render_template('errors/error403.html'), 403 quiz = validate_quiz_link(current_user, quizID) delQuizForm = DeleteForm(prefix='quiz') delQnForm = DeleteForm(prefix='qn') ...
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import requests def get_uframe_calibration_events_by_uid(id, uid): """ Get list of calibration events from uframe for a specific sensor asset uid. Function also outfitted for using asset id instead of uid. Both required for error processing at this time. On status_code(s): 200 Success, return...
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import numpy import types def freqz(b, a=1, worN=None, whole=0, plot=None): """ Compute the frequency response of a digital filter. Given the numerator ``b`` and denominator ``a`` of a digital filter compute its frequency response:: jw -jw -jmw jw B(e...
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def split_amp_phase(array): """ takes a complex array and returns the amplitude and the phase """ amp = np.abs(array) phase = np.angle(array) return amp, phase
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import re def get_project(line): """ Returns project of reactor line. """ start = re.search(r' ', line).end() end = re.search(r' ', line[start:]).start() + start return line[start:end]
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def points_2_inches(points) -> float: """ Convert points to inches """ return points / 72
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def make_optional_parser(arg: t.Any) -> comb.Parser: """Return parser for t.Optional[arg].""" return comb.Or(infer_parser(arg), infer_parser(type(None)))
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def clientes(): """ Rota para aba de clientes. Mostra na tela uma representação do csv de clientes Não é necessário modificar nada nessa função """ df = pd.read_csv('data/clientes.csv', dtype=object, sep=';') df = df.replace(np.nan, '', regex=True) return render_template('clientes.html', df=...
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def seq_metrics_path(build: int, data_type: str, data_source: str, version: int) -> str: """ Path to metadata file associated with samples in the callset for seqr sample QC. """ return f"{sample_qc_folder(build, data_type, data_source, version)}/resources/callset_seq_metrics.txt"
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import sqlite3 def from_therion_sql(basename): """ Creates the Kgraph from on SQL file exported from a Therion survey file. Parameters ---------- basename : string The base name used for the input files. The input file is named using the following convention: - basename....
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def view_playlist(request, slug): """View a playlist""" playlist = get_playlist_from_slug(slug) if not playlist.public and ( not request.user.is_authenticated or playlist.owner != request.user): return redirect("notifpy:abstract") playlist.owned = playlist.owner == reques...
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def numOfDigits(number, base = 10): """ given a list of numbers, return the number of digits that number has Example: [567] -> [3] [5, 77, 435] -> [1, 2, 3] Parameters: number: an nDim list of numbers to process Returns: an nDim list of values """ # natural log (number) / log (base) = l...
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import _io def create_validator_delegation_withdrawal( params: DeployParameters, amount: int, public_key_of_delegator: PublicKey, public_key_of_validator: PublicKey, path_to_wasm: str ) -> Deploy: """Returns a standard withdraw delegation deploy. :param params: Standard parameters use...
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def is_secretary(user): """ Check whether the current user is in the 'Secretary' group. """ return Group.objects.get(name=settings.GROUP_SECRETARY) in user.groups.all()
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def parse_dot_data(dotdata): """Wrapper for pydot.graph_from_dot_data Redirects error messages to the log. """ parser = dotparsing.DotDataParser() try: graph = parser.parse_dot_data(dotdata) except dotparsing.ParseException: raise finally: del parser log.debug('P...
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async def async_setup(hass: HomeAssistant, global_config: dict): """Set up the Climate Scheduler component.""" config = global_config.get(DOMAIN) if config is None: return climate_scheduler = ClimateScheduler(hass, config) hass.data[DATA_CLIMATE_SCHEDULER] = climate_scheduler return T...
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def type_to_formatting_tag(type_): """Return the HTML tag corresponding to the given formatting type.""" tag = FORMATTING_TYPE_TAG_MAP.get(type_, type_) return html_safe_string(tag)
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import os import wave def estimate_recording(path): """ Args: Take the path to the folders Return: Number of voice recording and total voice recording made. """ waves = [] for path , _ , files in os.walk(path): for record in files: if record.endswith...
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def points_against_by_week(position, team): """ INPUT: String RETURN: Series Finds sum of points for players of a position that played against a team by week. """ # get points against team df = position_against_team(position, team) # get total points against per week ...
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import importlib def my_import(class_name): """Return a python class given a class name. Usage example:: Report = my_import('myclass.models.Report') model_instance = Report() model_instance.name = 'Test' model_instance.save() :param str class_name: Class name :retur...
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def process_regular_filter(_input: str): """ Run a regular spatial search filter Args: _input (str): The input Returns: results (dict): Contains 'looking_for' (list) and 'in' (list) """ searcher = Searcher() search_text = _input.split(",") results = searcher.search_location...
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def locally_subscribes(*args): """ The @subscribes decorator registers a function as being one which clients may subscribe to via websocket. This decorator may be used to register a function which shall be called locally anytime a notify occurs, e.g. @locally_subscribes('example.channel') def ...
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from typing import Tuple def _calculate_number_of_temperatures( pvt_collector: pvt.PVT, ) -> Tuple[int, int, int, int, int, int]: """ Calculates, based off the PVT collector, the number of temperatures in each layer. :param pvt_collector: The PVT collector being modelled. :return: ...
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from datetime import datetime def encode_cf_variable(var): """Converts an XArray into an XArray suitable for saving as a netCDF variable """ dimensions = var.dimensions data = var.values attributes = var.attrs.copy() encoding = var.encoding.copy() if (np.issubdtype(data.dtype, np.date...
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def get_path_converter(request, task): """returns a partial function that converts the given path to another path that is visible to other OSes. """ user_os = get_user_os(request) repo = task.project.repository if user_os == 'windows': return repo.to_windows_path elif user_os == 'l...
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def layout_split(layout, factor=0.0, align=False): """Intermediate method for pre and post blender 2.8 split UI function""" if not hasattr(bpy.app, "version") or bpy.app.version < (2, 80): return layout.split(percentage=factor, align=align) return layout.split(factor=factor, align=align)
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def getSubmechanismRoots(selection_only=False): """ Args: selection_only: (Default value = False) Returns: """ if selection_only: objs = bpy.context.selected_objects else: objs = bpy.context.scene.objects return [obj for obj in objs if 'submechanism/name' in obj]
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def eda_column_subset(df, list_of_columns): """ Generates descriptive statistics, pair plot, and correlation matrix for a subset of columns. Accepts: dataframe, list of columns Returns: None, generates descriptive stats, pairplot, and correlation heat map """ plt.figure(figsize=(40, 40)) ...
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def _build_time_predicates( from_date=None, to_date=None, from_included=True, to_included=False, ): """ Build time range predicates for 'where' clause """ must = [] if from_date: must.append("time {} {}".format( ">=" if from_included else ">", make_t...
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def init_bk(P,b,c): """ initializes the coefficient of Q(x) after the division of P Needed in Newton-Raphson method """ n = len(P) i = n-3 solution = np.zeros([1,n]) solution[0,n-1] = P[0] solution[0,n-2] = P[1] + b * solution[0,n-1] while i > -1: solution[0,i] = P[n-i-1]...
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import sys import subprocess import os def spawn_command(*command): """ Run the given command, without waiting for completion. Return the Popen object (which provides .send_signal, .kill(), .wait(), etc), or None if the command couldn't be run at all. The command is created with its own process ...
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from operator import index def app(environ, start_response): """Application object""" if(environ.get("REQUEST_METHOD") == "GET"): if(environ.get("PATH_INFO") == "/"): status, data, headers = index() elif(environ.get("PATH_INFO") == "/joke"): status, data, headers = joke...
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import statistics def evaluation_diversity(df_source, df_target, baseline=False, max_k=30): """ Source: Mariani, G., Scheidegger, F., Istrate, R., Bekas, C., & Malossi, C. (2018). BAGAN: Data Augmentation with Balancing GAN, 1–9. Retrieved from http://arxiv.org/abs/1803.09655 For df_source rando...
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def print_lustre_versions(log, lustre_versions, status=False, print_table=True, field_string=None): """ Print table of BarreleAgent. """ # pylint: disable=too-many-branches,too-many-locals,too-many-statements if not print_table and len(lustre_versions) > 1: log.cl_e...
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def rename_motifs(motifs, stats=None): """Rename motifs to GimmeMotifs_1..GimmeMotifs_N. If stats object is passed, stats will be copied.""" final_motifs = [] for i, motif in enumerate(motifs): old = str(motif) motif.id = "GimmeMotifs_{}".format(i + 1) final_motifs.append(motif)...
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def _get_region(zone): """ Get region name from zone :param zone: str, zone :return: """ return zone if 'gov' in zone else zone[:-1]
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def conv_bright_ha_to_lib(brightness) -> int: """Convert HA brightness scale 0-255 to library scale 0-16.""" if brightness == 255: # this will end up as 16 which is max brightness = 256 return int(brightness / 16)
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def findIntersection3(p1, p2, p3, p4): """ p1, p2 on the same line p3, p4 on the another line """ px = ((p1[0]*p2[1] - p1[1]*p2[0]) * (p3[0]-p4[0]) - (p1[0]-p2[0]) * (p3[0]*p4[1] - p3[1]*p4[0])) / ((p1[0]-p2[0]) * (p3[1]-p4[1]) - (p1[1]-p2[1]) * (p3[0]-p4[0])) py = ((p1[0]*p2[1] - p1[1]*p2[0]) *...
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def vit_relpos_small_patch16_rpn_224(pretrained=False, **kwargs): """ ViT-Base (ViT-B/16) w/ relative log-coord position and residual post-norm, no class token """ model_kwargs = dict( patch_size=16, embed_dim=384, depth=12, num_heads=6, qkv_bias=False, block_fn=ResPostRelPosBlock, **kwargs) mod...
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def secp256k1_multiply(n): """Performs elliptic curve point multiplication to compute n * G. See here: http://en.wikipedia.org/wiki/Elliptic_curve_point_multiplication """ return n * G
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async def async_setup_entry( hass: HomeAssistant, config_entry: ConfigEntry, async_add_entities: AddEntitiesCallback, ) -> None: """Set up number entities dynamically through discovery.""" def _constructor(device_state: DeviceState) -> list[Entity]: return [ PeriodicVentingTime(...
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def load_amphur(request): """ Amphur Dependent/Chained Dropdown List """ province_id = request.GET.get('province') amphur_list = Amphur.objects.filter( province_id=province_id).order_by('name') return render(request, 'app_sme12/form_partial/amphur_dropdown_list_options.html', {'amphur_list': amp...
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def _clone_functional_model(model, input_tensors=None, layer_fn=_clone_layer): """Clone a functional `Model` instance. Model cloning is similar to calling a model on new inputs, except that it creates new layers (and thus new weights) instead of sharing the weights of the existing layers. Input layers are a...
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import base64 def connectMSExchange(server): """ Creates a connection for the inputted server to a Microsoft Exchange server. :param server | <smtplib.SMTP> :usage |>>> import smtplib |>>> import projex.notify |>>> smtp = smtplib.SMTP('mail.server.com') ...
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def cohort_selection(definition, db_client): """ Select the persons id that fall into the citeria provided for thr cohort. """ sql_condition = [] for component in definition: value = VALUE in component if component[TABLE].lower() == OBSERVATION_TABLE: condition = "" ...
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def test_create_test_incident_command_happy(mocker, incidents, attachment, expected): """ Given: a file with list-format of valid incidents with labels a file with single valid incident without labels a list of valid incidents with labels with attachment, an empty file witho...
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def _conv_bn_relu( filters, kernel_size, strides=(1, 1), padding="same", kernel_regularizer=kernel_regularizer, ): """Helper to build a conv -> BN -> relu block """ def f(input): conv = tf.layers.conv2d( input, filters=filters, kernel_size=kerne...
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