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def get_valuation_method(item_code): """get valuation method from item or default""" val_method = frappe.db.get_value('Item', item_code, 'valuation_method') if not val_method: val_method = frappe.db.get_value(None, "valuation_method") or "FIFO" return val_method
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def find_layer(model, layer_class): """ Find all layers in model that are instances of layer_class """ layers = [] for layer in model.layers: if isinstance(layer, layer_class): layers.append(layer) elif hasattr(layer, "layers"): # search in nested layers ...
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from aoikprojectstarter.mediator import main_wrap def main(args=None): """ Program main function. This function does three things: - Prepare `sys.path` so that program users do not need set up PYTHONPATH. - Check whether dependency packages have been installed. - Call the mediator module t...
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def create(customer: schema.CustomerCreate, db=Depends(get_db)): """ create a new customer a new customer is always active by default :param customer:the new customer to create :param db: database session (injected) :return: the new customer with is id """ customer_db = model.Customer(...
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from typing import Dict from typing import Any import logging def _search_dashboard(*, search_term: str, page_index: int, search_type: str) -> Dict[str, Any]: """ Call the search service endpoint and return matching results Search service logic defined here: https://github.com/lyft/amundsensearchlibra...
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def __bestMatch__(matches, # list negMass, # float pmz, # pandas.Series negRT, # float prt, # pandas.Series parameters # LFParameters ): # type: (...) -> int """Return the index of 'ma...
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def patch_goods(goods): """ Updates or creates a goods """ req = request.get_json() if goods in stock: for k, v in req.items(): stock[goods][k] = v res = make_response(jsonify({"message": "goods updated"}), 200) return res stock[goods] = req res = make_response(jsonify({"message": "goods created"}), 201) ...
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import importlib def connect(settings): """ Connect to a database. """ driver = importlib.import_module(settings.pop("driver", "sqlite3")) return driver.connect(**settings)
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def count_reads_per_sample(file): """ Count the reads for each sample from the original fasta file """ samples={} for line in catch_open(file): if line.startswith(">"): try: sample, read = line.replace(">","").split(SAMPLE_READ_DELIMITER) except ValueError: ...
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def user_model(username): """Return a user model""" return { 'username': username, 'scope': 'basic', }
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def check_norm_state(modules, train_state): """Check if norm layer is in correct train state.""" for mod in modules: if isinstance(mod, _BatchNorm): if mod.training != train_state: return False return True
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def getJ1939ProtocolDescription(protocol : int) -> str: """ Returns a description of the protocol selected with protocol arg. Feed the result of RP1210Config.getJ1939FormatsSupported() into this function to get a description of what the format means. Honestly, I don't see anyone ever using thi...
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def parse_images(images): """ Parses list of available images into Image objects. Arguments: images : dictionary of images Returns: parsed_images : dictionary of parsed images """ parsed_images = {} for image_name, image_info in images.items(): name = image_info["Na...
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def in_region(pos, regions): """Find whether a position is included in a region. Parameters ---------- pos : int DNA base position. regions : list of tuples List of (start, end) position integers. Returns ------- bool True if the position is within an of the reg...
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def extract_products_as_tuple(dataset): """Return names of all products as a sorted tuple. Products are chosen using ``allocatable_production``.""" return tuple(sorted([exc['name'] for exc in allocatable_production(dataset)]))
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def _hue_process_transition_time(transition_seconds): """ Transition time is in 1/10th seconds and cannot exceed MAX_TRANSITION_TIME. """ # Max transition time for Hue is 900 seconds/15 minutes return min(9000, transition_seconds * 10)
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import base64 def add_tasks(taskq_service, task_dict): """ Allow readding of multiple tasks across multiple queues. The task_dict is a dictionary with tasks for each queue, keyed by queue name. Tasks themselves can be dicts like those received from GetTasks() or Task instances. :param tas...
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def SEQ2HP(seq, HP_dic, occ=[], nuc_type=[], T=0): """ Given sequence, dictionary of HP(e.g. {A-A: [HP], oct: [HP...HP],...}), occupancy(e.g. [1, 500 , 789]), nucleosome type at each occupancy(e.g. ['oct','tet','hex']), and temperature. Return the HPs associate with the given sequence. """ seqstep =...
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def _get_observations(token, transmart_url, study, concept_path): """ Given full concept path (as returned from tm 1.2 rest-api /concepts) return dict of patient_id : value :param token: :param transmart_url: :param study: :param concept_path: :return: """ obs = {} conce...
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def _get_jitclass_for_dtype(dtype, upper): """ Get the correct jitclass of NbTriMatrixBase for the data type and triangle. """ if upper: return _UPPER_JITCLASS_BY_TYPE[dtype] else: return _LOWER_JITCLASS_BY_TYPE[dtype]
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def parseLibraryLogicData(data, srcFile="?"): """Parses the data of a library logic file.""" if len(data) < 9: printExit("Library logic file {} is missing required fields (len = {} < 9)".format(srcFile, len(data))) versionString = data[0]["MinimumRequiredVersion"] scheduleName = data[...
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def _add_replication(bucket_name: str, study_id: str): """ Configures a second bucket with `-dr` suffix and replicates the primary bucket to it. Adds a lifecycle policy to the dr bucket to immediately roll data into glacier for cold storage """ if not settings.FEAT_STUDY_BUCKETS_REPLICATION_...
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def main_top(): """ Present the top menu page """ return render_template("main.html")
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def extract_kpt_vectors_dense(tensor, kpts_t): """ Dense version of get_entries. :param tensor: Tensor to extract from [b, c, h, w] :param kpts_t: Tensor with indexes (x, y) in channels as [b, 2, h, w] :return: Tensor entries as [b, c, h, w] """ b, c, h, w = tensor.shape kpts = kpts_t.v...
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def bow(s: np.ndarray) -> str: """ Converts array to bag of words string (this is how we represent a sparse state into a pandas table). @param s: word counts over vocabulary @return: string representation """ i, = np.where(s > 0) return ':'.join(map(str, i))
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def getTestSuite(select="unit"): """ Get test suite select is one of the following: "unit" return suite of unit tests only "component" return suite of unit and component tests "all" return suite of unit, component and integration tests "pending" ...
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def main(): """Does the job""" keep = True photos = request_photos() page = 1 t = False while keep is True: p = next(photos, False) if p is False: photos = request_photos(page + 1) continue trial = Photo.objects(flickr=p["id"]).first() p...
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def length_average_f(x_arr, f_arr, Lx, dx=0): """ Take length average of f(x) with respect to x (from x[0] to x[-1]). Numerical integration is performed using trapezoidal rule. """ Nx = size(f_arr) if dx>0: return (dx/Lx)*(sum(f_arr) - 0.5*(f_arr[0] + f_arr[-1])) else: re = 0. ...
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import re def re_sub_replace(pattern,string,repace_symbols=('-','_'),group_name=1): """ 当re.sub(pattern,repl,string)内置的repl = "g<1>" 不能满足替换需求的时候, 比如需要将group目标内的文字中的某个符号替换掉, 使用的时候要注意替换代码内的sub replace符号 :param pattern : re pattern :param string : original string """ def replace_match(match...
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def generate_hgvs(prefix: str = "c") -> str: """Generates a random hgvs string from a small sample.""" if prefix == "p": # Subset of 3-letter codes, chosen at random. amino_acids = [ "Ala", "Leu", "Gly", "Val", "Tyr", "Met",...
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import six def zero_lpad(number, length): """ Fill 0 on the left of number :param number: number to be padded :param length: length of result string :return: """ if six.PY3: return str(number).ljust(length, '0') return '{number:0>{length}}'.format(number=number, length=length)
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def _len_guards(M: int) -> bool: """Handle small or incorrect window lengths""" if int(M) != M or M < 0: raise ValueError('Window length M must be a non-negative integer') return M <= 1
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def get_files(dataset_name): """Retrieve list of files in `dataset_name`. Arguments: - `dataset_name`: name of the dataset """ data = das_client(("file dataset={0:s} system=dbs3 detail=True | "+ "grep file.name, file.nevents > 0").format(dataset_name), ...
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def line0(x,a): """ Straight line through origin: a*x Parameters ---------- x : float or array_like of floats independent variable a : float first parameter Returns ------- float function value(s) """ return a*x
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def score_nxgraphs(nx_graphs, truth, verbose=False): """nx_graphs: a list of networkx graphs, with node feature hit_id each graph is a track""" total_tracks = len(nx_graphs) new_df = graphs_to_df(nx_graphs) matched = truth.merge(new_df, on='hit_id', how='inner') tot_truth_weight = np.sum(matche...
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from app.main import main from app.auth import auth def create_app(config_name): """ creates an instances of the application and passes the config name, i.e development or production, the will then pick the environments from the configuration classes in config """ app = Flask(__name__) ...
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def pushCategory(category): """Used to insert a new category to the table Returns the ID of the pushed Category ----FOR INTERNAL USE ONLY----""" queryString="INSERT INTO Categories(Category_Name) VALUES('%s')" % category cur=executeQueryWithHandling(queryString) print "%s categeory pushed!"...
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def neutralize(row_vectors: pd.DataFrame) -> pd.DataFrame: """ Orthogonally project row vectors onto subspace orthogonal to all ones. (In other words, we demean each row). If the rows of `row_vectors` represent dollar positions, then this operation will dollar neutralize each row. :param row_...
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def create_validator(contract, force_optional=False): """ Factory pattern for creating custom validator in the style of WTForms. This function takes the contract needed to validate against and returns a ``Form`` object that can perform the validation according to validation rules in the contract. ...
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def get_state(obj): """Return a State object given an object. Useful for testing.""" str = dumps(obj) return StateUnpickler(BytesIO(str)).load()
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def median(image): """The median pixel value""" return np.median(image)
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def list_ecriture_tag(db, ecriture_id=None): """ List ecriture for tag """ filter = {} filter = App.get_filter(request.query.filter) sort = App.get_sort(request.query.sort) tags = db.query(EcritureTag.id, Tag.nom, Tag.valeur, EcritureTag....
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def wishlist(request, template="shop/wishlist.html", form_class=AddProductForm, extra_context=None): """ Display the wishlist and handle removing items from the wishlist and adding them to the cart. """ if not settings.SHOP_USE_WISHLIST: raise Http404 skus = request.wishli...
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def classic_mode_cpcs(request, hmc_session): # noqa: F811 # pylint: disable=redefined-outer-name,unused-argument """ Pytest fixture representing the set of CPCs in classic mode, from the set of all CPCs defined in the HMC definition file. Because the `hmc_session` parameter of this fixture is agai...
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import json def to_json(msg): """Pretty-print a dict as a JSON string Use Unicode and 2-space indents. """ return json.dumps(msg, ensure_ascii=False, indent=2)
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def get_sorted_index(array, reverse_order=False): """ get the order of the index of a one dimensions array @reverse_order: True, large->small False, small->large """ dtype = [('index', 'i4'), ('value', 'f8')] data = np.array([(i, array[i]) for i in range(len(array))], dtype ...
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def show_saved_playlist(): """ Displays list of saved playlists """ playlists = crud.get_saved_playlists(crud.get_user_by_email(session['EMAIL']).user_id) playlist_ids = crud.get_user_playlist_ids(crud.get_user_by_email(session['EMAIL']).user_id) playlists_and_playlist_ids = helper.create_dict_playlist...
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def get_scores(events): """ {game_id : quarter, secs, a_pts, h_pts, status} """ ids = u.get_ids(events) links = [bm.BOV_SCORES_URL + game_id for game_id in ids] raw = g.reqs_json(links) scores_dict = {g_id: score(j) for g_id, j in raw.items()} return scores_dict
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def read_style_dict(cfg): """Return dict of styles read from config dict. Sections in style file are set as top-level keys of the returned dict. """ style = {} # update all settings with any global settings. if 'global' in cfg: cfg_global = cfg.pop('global') for rc_dict in style...
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import math import logging import time def wait_on_app(port): """ Waits for the application hosted on this machine, on the given port, to respond to HTTP requests. Args: port: Port where app is hosted on the local machine Returns: True on success, False otherwise """ retries = math.ceil(START...
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def get_min_and_max_velocity_values(velocities) : """ Повертає min та max значення швидкості у вигляді кортежу """ return (velocities.min(), velocities.max())
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from typing import Iterable def get_needed_vars(*entries: str) -> Iterable[str]: """ Parses all used variables from a string """ results = set() for entry in entries: variables = VARIABLE_IDENTIFIER.findall(entry) # will return tuples: (with surrounding %s, without) results.update([match[...
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def shape(a): """the shape of a matrix""" _rows = len(a) _cols = len(a[0]) if a else 0 return _rows, _cols
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def read_txt_file(file, is_list): """ @summary - read from a test file. @description - method will read from a text file and either return it as a string or a list. If is_list is True the delimiter that will split the text file apart is ';' and '...
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def compare_dictionaries(dict1, dict2): """ Recursively compare two dictionaries. :return: True if exactly the same, False if not """ if len(dict1) != len(dict2): return False for key in dict1: try: val1, val2 = dict1[key], dict2[key] if val1 != val2: #...
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def Table(*args, **kw): """A schema.Table wrapper/hook for dialect-specific tweaks.""" test_opts = {k: kw.pop(k) for k in list(kw) if k.startswith("test_")} kw.update(table_options) if exclusions.against(config._current, "mysql"): if ( "mysql_engine" not in kw and "mys...
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import logging def deploy_model(bigquery_client: bigquery.Client, model_id: str, machine_type: str = 'n1-standard-2', location: str = 'europe-west4') -> aiplatform.Model: """Creates an endpoint and deploys Vertex AI Tabular AutoML model. Args: bigquery_clien...
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def trustRegion(f,grad,hess,subprob,x0,r0,rmax=2.,eta=1./16,gtol=1e-5): """Implement the trust regions method. Parameters: f : callable function object The objective function to minimize. g : callable function object The gradient (or approximate gradient) of the ob...
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import inspect def _filter_module_all(path, root, children): """Filters module children based on the "__all__" arrtibute. Args: path: API to this symbol root: The object children: A list of (name, object) pairs. Returns: `children` filtered to respect __all__ """ del path if not (inspect...
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def meanValue(arg): """ return the mean value of the argument over its domain :param arg: function :type arg: `escript.Data` :return: mean value :rtype: ``float`` or ``numpy.ndarray`` """ fs=arg.getFunctionSpace() d=fs.getDomain() if fs == escore.Solution(d) or fs == escore.Cont...
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def ratio_shimenreservoir_to_shimenagrichannel(): """ Real Name: Ratio ShiMenReservoir To ShiMenAgriChannel Original Eqn: Sum Allocation ShiMenReservoir To ShiMenAgriChannel/Sum Allcation From ShiMenReservoir Units: m3/m3 Limits: (None, None) Type: component """ return sum_allocation_s...
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from datetime import datetime def get_object_storage_class_v2(s3_locs, extra_info=False, **kwargs): """ Return the storage class and restoring status of an s3_loc If "extra_info", return a dictionary including creation date, last modified date, and size """ #assert type(s3_locs) == type([]) f...
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def contains_pattern(input: str, pattern: str) -> bool: """Check if the `input` contains all signals of the given `pattern`""" assert len(input) >= len(pattern) return all([p in input for p in pattern])
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def is_CyclotomicField(x): """ Return True if x is a cyclotomic field, i.e., of the special cyclotomic field class. This function does not return True for a number field that just happens to be isomorphic to a cyclotomic field. EXAMPLES:: sage: from sage.rings.number_field.number_field...
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import json def TestActiveTwitterToken(handle): """ Check whether the Twitter token details are valid. """ try: twitterQuery = ( "https://api.twitter.com/1.1/users/show.json?" + "screen_name=" + handle ) T_response, json_string = client.request(twitterQuery) ...
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def verify_no_deny_list_words(file_contents, file_location): """Verify no segments of the file are in the list of denied words.""" error_count = 0 segments = file_contents.split('/') for word in segments: if word in DENY_LIST: logger.error(f"Word '%s' in %s is not allowed.", word, fi...
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import pkg_resources import requests from datetime import datetime import json def get_commodity_recent_data(commodity, as_json=False, order='ascending', interval='Daily'): """ This function retrieves recent historical data from the introduced commodity from Investing.com, which will be returned as a :obj...
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def _prune_dict_null_str(dictionary): """ Prune the "None" or emptry string values from dictionary items """ for key, value in list(dictionary.items()): if value is None or str(value) == "": del dictionary[key] if isinstance(value, dict): dictionary[key] = _prune...
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import warnings def sample_chain( num_results, current_state, previous_kernel_results=None, kernel=None, num_burnin_steps=0, num_steps_between_results=0, trace_fn=lambda current_state, kernel_results: kernel_results, return_final_kernel_results=False, parallel_iterations=10, na...
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def d_sigmoid(x): """ Derivative for sigmoid used for gradient calculation """ y = sigmoid(x) return y * (1. - y)
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import requests def get_interacting_proteins_string(protein, num_results=25): """ @Param protein: The name of the protein that you want to generate a list of interacting proteins for. @Param num_results (default=25): The number of interacting proteins that you want to get. @Return: ...
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def add_fill_zone_rounded_rectangle(topleft, bottomright, corner_radius, N=10, layer="F.Cu", linestart=' '): """ Add fill zone In KiCad, click Place > Zone, then right click inside a zone > :param topleft: :param bottomright: :param min_thickness: :param linestart: :return: """ ...
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def count_punc(text): """ Count the number of punctuations within the text. Parameters ---------- text : str piece of text to analyze Returns ------- integer the number of punctuations Examples -------- >>> count_punc("Hello, World!") 2 >>> coun...
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from typing import Collection from typing import Tuple from typing import List def decode_access_list( access_list: Collection[Tuple[bytes, Collection[bytes]]] ) -> List[Tuple[bytes, Tuple[int, ...]]]: """Decode an access list into friendly Python types""" work_list = [] if not access_list or len(acc...
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def exception_to_http_code(exc: Exception) -> int: """Returns a HTTP error code from an exception object. Args: exc (Exception): Exception object Returns: int: Error code """ return exception_type_to_http_code(type(exc).__name__)
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def doIBDTW(SSMA, SSMB, NThreads = 8, Verbose = False): """ Do isometry blind dynamic time warping between two self-similarity matrices :param SSMA: MXM self-similarity matrix :param SSMB: NxN self-similarity matrix :param NThreads: How many threads to use in parallelization of row compu...
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def lxml_stringify_children(node): """ Returns XML contents of the node :param node: :return: """ return (node.text if node.text is not None else '') + \ ''.join((etree.tostring(child, encoding='unicode') for child in node))
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import pickle def grab_training_data(shuffle: bool = False, direc: str = 'data/training/movie_reviews_data.pkl') -> tuple[list]: """ Opens the reviews stored in the pickle file. If shuffle is true that means that we should get the data ready by running shuffle_training_Data """ with open(dir...
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import powerlaw as pl def best_power_law_fit(S, resolution=400, percentile_min=10, percentile_max=99, sigma_threshold=0.05): """Returns best-fitting powerlaw.Distribution object of the data. The built-in optimization routine for the powerlaw package often fails to find the best/most-reasonable fit. This ...
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def beta_cal(v_command): """βを計算""" # 元論文(アッカーマン) z = np.arctan(tan(v_command[1, 0]) / 2) ## ドリフト有りモデル #lr = 0.2 #L = 0.4 #z = np.arctan(lr / L * tan(v_command[1, 0])) return z
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from typing import List from typing import Dict import torch def load_examples( examples: List[Dict[str, torch.Tensor]], tokenizer: RecconSpanExtractionTokenizer, max_seq_length: int = 512, doc_stride: int = 512, max_query_length: int = 512, evaluate: bool = False, output_examples: bool = ...
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def intersectionOfMaskSets(setOne, setTwo): """ from set two from set one :param setOne: :param setTwo: :return: @type setOne: list of dict @type setOne: list of dict """ result = [] for itemOne in setOne: for posTwo in range(len(setTwo)): itemTwo = setTwo[pos...
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import click def service_option(**attrs): """A --service option for commands.""" kwargs = dict( metavar='SERVICE', required=False, help='Service name.' ) kwargs.update(attrs) option = click.option( '--service', **kwargs ) return option
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import logging def return_json(func): """ A decorator that serializes the output to JSON before returning to the web client. """ def convert_to_json(self, *args, **kwargs): return_val = func(self, *args, **kwargs) try: return render_json(utils.to_json(return_val)) except ...
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def recursive_fibonacci(i, seq=None): """Recursive solution""" if seq is None: seq = [0, 1] if i > len(seq): seq.append(seq[-1] + seq[-2]) return recursive_fibonacci(i, seq) return i, seq[i - 1], seq[:i]
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def count_distinct(n): """ Count distinct divisors. >>> count_distinct(180) # 180 = (2*2)*(3*3)*5 3 """ return len(set(get_divisors(n)))
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def detect_greenthread_environment() -> str: """ Detect the current environment: eventlet, or gevent, or '' for default """ global _greenthread_environment if _greenthread_environment is None: _greenthread_environment = _detect_greenthread_environment() return _greenthread_environment
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def get_ell_cfft(nx, dx, ny=None, dy=None): """ returns the wavenumber l = \sqrt(lx**2 + ly**2) for each Fourier mode """ lx, ly = get_lxly_cfft(nx, dx) return np.sqrt(lx**2 + ly**2)
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def check_dkim(msg_bytes, fromAddr, logger): """ :param msg_bytes: bytes :param fromAddr: str :param logger: logger :return: bool Validate the message (passed as a byte sequence, as that's what the dkimpy library wants). """ d = dkim.DKIM(msg_bytes, logger=logger) valid_dkim = d.ver...
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def reinstate_endpoint(cpid, old_endpoint, next_hop_ips, proc_alias=PROC_ALIAS): """ Re-instate and endpoint that has been removed. :param hostname: The hostname this endpoint resides in :param cpid: The PID of the namespace to operate in. :param old_endpoint: The old endpoint...
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def main(*argv): """Do the thing""" (prog, argv) = argparsing.grok_argv(argv) argparser = argparsing.setup_argparse(prog=prog, description=DESCRIPTION) _add_arguments(argparser) args = argparser.parse_args(argv) with open(args.version_file, "r") as version_file: current_version = _get_v...
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def ticks_to_distance(ticks: int) -> Real: """ Convert encoder ticks into distance [cm]. :param ticks: Number of encoder ticks. :return: Distance that number of ticks represents [cm]. """ return ticks * WHEEL_CM_PER_TICK
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def with_podcasts(feeds, update=False): """Looks up podcast associated with result. Adds new podcasts if they are not already in the database""" podcasts = Podcast.objects.filter(rss__in=[f.url for f in feeds]).in_bulk( field_name="rss" ) new_podcasts = [] for feed in feeds: feed....
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def load_all_prem_types(country): """ Collate the matrices of different location types for a given country :param country: str Name of the requested country """ matrices = {} for sheet_type in ("all_locations", "home", "other_locations", "school", "work"): matrices[sheet_type] =...
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def SLInt32(name): """signed, little endian 32-bit integer""" return FormatField(name, "<", "l")
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def team_manager(request, aid): """Manage team members.""" alert = get_object_or_404(Alert, pk=aid) perms = alert.permissions(request.user) student = _student(alert) vitals = student['student'] team = [m.user for m in alert.team.all() if m.status] matrix = [] for c in alert.category.all(...
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def inception_score(images, num_batches=None): """IS function from tfc Args: images: must be 4-D tensor, ranges from [0, 255] num_batches: Number of batches to split `generated_images` in to in order to efficiently run them through the classifier network. """ batches = images.shape[0] if ...
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def build_get200_model_a400_invalid_request( **kwargs # type: Any ): # type: (...) -> HttpRequest """Send a 200 response with invalid payload {'statusCodeInvalid': '400'}. See https://aka.ms/azsdk/python/protocol/quickstart for how to incorporate this request builder into your code flow. :ret...
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def get_identifiers_url(db_name, db_id): """Return an identifiers.org URL for a given database name and ID. Parameters ---------- db_name : str An internal database name: HGNC, UP, CHEBI, etc. db_id : str An identifier in the given database. Returns ------- url : str ...
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def addSimpleUserFolder(self,REQUEST=None): """Add a SimpleUserFolder to a container as acl_users""" ob=SimpleUserFolder() self._setObject('acl_users', ob) if REQUEST is not None: return self.manage_main(self,REQUEST)
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