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from datetime import datetime def check_file_time(ftime): """This function adds a date and time to the 'Last Modified' section of any identified files from scan_dir_and_files().""" dtime = datetime.utcfromtimestamp(ftime) return dtime.strftime("%d %b %Y")
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def pad_to_two_digits(n): """ Add leading zeros to format a number as at least two digits :param n: any number :return: The number as a string with at least two digits """ return str(n).zfill(2)
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def monitor_decorator(fct): """Redirect to self.monitor decorator""" def wrapper(self, *args, **kwargs): self.monitor.monitorable(fct)(self, *args, **kwargs) return wrapper
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def generate_input_parameters(): """Get an input parameters for ``SkeafCalculation``.""" def _generate_input_parameters(full: bool = False) -> dict: """Generate inputs. :param full: return a full parameters or a minimal set, defaults to False :type full: bool, optional :return:...
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def max_length(choices): """ Returns the size of the longest choice. :param: the available choice strings or tuples :return: the maximum length """ def length(item): if isinstance(item, str): value = item else: value = item[0] return len(value...
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def process_image_pipeline(tup): """ Worker function for NumpyArrayIterator multiprocessing.Pool """ (pipeline, x, rng) = tup x = x.astype('float32') for (func, kwargs) in pipeline: x = func(x, rng=rng, **kwargs) return x
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def _SplitLabels(labels): """Parse the 'labels' key from a PerfKitBenchmarker record. Labels are recorded in '|key:value|,|key:value|' form. This function transforms them to a dict. Args: labels: string. labels to parse. Returns: dict. Parsed 'labels'. """ result = {} for item in labels.strip...
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import re def small_titles(markdown): """Make titles smaller, eg replace '# ' with '### ' at the start of a line.""" markdown = re.sub(r'\n# |^# ', '\n### ', markdown) markdown = re.sub(r'\n## |^##', '\n#### ', markdown) return markdown
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from subprocess import run def execute(command): """Function to execute command line commands Args: command (object): Command Returns: :obj:`str`: Returning Output of Command """ if isinstance(command, list): retval = "" for cmd in command: retval += s...
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import os def _get_ngraph_shared_lib_paths(mxnet_lib_dir): """ Find any shared-object files that are supplied by '3rdparty/ngraph' *and* must be provided by the same Python package as 'libmxnet.so'. If even one of the expected libraries is present, assume that MXnet was build with nGraph support....
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def vector_subtract(u, v): """returns the difference (vector) of vectors u and v""" return (u[0]-v[0], u[1]-v[1], u[2]-v[2])
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def _uniq(lst): """ Return the unique elements from a list. Retrieved from https://www.peterbe.com/plog/uniqifiers-benchmark """ seen = set() seen_add = seen.add return [i for i in lst if not (i in seen or seen_add(i))]
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def get_single_message(sqs_queue, wait_time_seconds=5): """Get a maximum of one message from the provided sqs queue.""" messages = sqs_queue.receive_messages( MaxNumberOfMessages=1, WaitTimeSeconds=wait_time_seconds) if messages: return messages[0] else: return None
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import torch def _convert_multi_feature_to_tensor(features): """ features: [(f1, f2, f3), ...] """ all_idx = torch.tensor([[f.idx for f in fs] for fs in features], dtype=torch.long) all_input_ids = torch.tensor([[f.input_ids for f in fs] for fs in features], dtype=torch.long) all_input_mask = ...
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def resource_filter(value, resource, field='displayName'): """ Given a mapping (resource), gets the data at resource[field] and checks for equality for the argument value. When field is 'name', it is expected to look like 'organization/1234567890', and returns only the number after the slash. ...
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def timeify(time): """Format a time in seconds to a minutes/seconds timestamp.""" time = float(time) mins, secs = time // 60, time % 60 return f"{mins:.0f}:{secs:05.2f}"
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def Zzz(gctor, *args, **kwargs): """Create an inverse-η-delay for a goal.""" def Zzz_goal(S): yield from gctor(*args, **kwargs)(S) return Zzz_goal
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def floor(x) -> int: """ Return the floor of x as an Integral. :param x: the number :return: the largest integer <= x. >>> import math >>> all(floor(n) == math.floor(n) for n ... in (1, -1, 0, -0, 1.1, -1.1, 1.0, -1.0, 1_000_000_000)) True """ return int(x) if x - int(x) >= 0...
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def _verify_limits(limits): """ Helper function to verify that the row/column limits are sensible. Parameters ---------- limits : None|tuple|list Returns ------- None|tuple """ if limits is None: return limits temp_limits = [int(entry) for entry in limits] if ...
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import os def removeOffset(filename, offsetCount, offsetSide, rank, id): """Deze functie maakt de wins en losses in een database gelijk""" if not os.path.isfile('./' + filename + '-CLEANv1.csv'): with open(filename + '-NoDupes.csv','r') as inFile, open(filename + '-CLEANv1.csv','w') as outFile: ...
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def timestamp_format_to_redex(time_format): """ convert time stamp format to redex Parameters ---------- time_format : str datetime timestamp format Returns ------- redex : str redex format for timestamp """ time_keys = {'%Y': r'\d{4}', '%m': r...
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def convert_string(token_list): """ returns concatenate token to have a string (sentence) Input=list of token Output=sentence """ #list is empty if not token_list: return '' if len(token_list) == 1: return token_list[0] el...
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import itertools def held_karp(dists): """ Implementation of Held-Karp, an algorithm that solves the Traveling Salesman Problem using dynamic programming with memoization. Parameters: dists: distance matrix Returns: A tuple, (cost, path). """ n = len(dists) # Maps ea...
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def scale_lr_imgs(imgs): """Scale low-res images prior to passing to SRGAN""" return imgs / 255.
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import argparse def parse_args(): """ Parse input arguments """ parser = argparse.ArgumentParser(description='Train a Fast R-CNN network') parser.add_argument('--nout', dest='nout', help='directory to load models', default=100) parser.add_argument('--sess', dest='sess', ...
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import re def parse_format(string): """ Parses an AMBER style format string. Example: >>> string = "%FORMAT(10I8)" >>> _parse_format(string) [10, int, 8] """ if "FORMAT" not in string: raise ValueError("AMBER: Did not understand format line '%s'." % string) pstring = str...
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def bb_area(bbox): """ returns area: bbox in format xs, ys, xe, ye if bbox is empty returns 0 """ if bbox.size == 0: area = 0 else: width = bbox[2] - bbox[0] height = bbox[3] - bbox[1] area = width*height return area
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def F1(p, r): """ Calculate F1 score from precision and recall. Returns zero if one of p, r is zero. """ return (2*p*r/(p+r)) if p != 0 and r != 0 else 0
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import torch def rot_z(gamma): """ Rotation around Z axis """ if not torch.is_tensor(gamma): gamma = torch.tensor(gamma, dtype=torch.get_default_dtype()) return gamma.new_tensor([ [gamma.cos(), -gamma.sin(), 0], [gamma.sin(), gamma.cos(), 0], [0, 0, 1] ])
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def get_package(package_info: dict) -> str: """Construct the package name and exact version to install.""" package_tag = f"{package_info['name']}=={package_info['version']}" # The package is a local file source = package_info.setdefault("source", {}) if source.get("type") == "file": # Trim ...
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import os import csv def _collect_data(directory): """Traverses directory collecting input and target files. Args: directory: base path to extracted audio and transcripts. Returns: list of (media_base, media_filepath, label) tuples """ # Returns: data_files = [] transcripts = [ filename for...
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from typing import List from typing import Dict def describe_topics(mlModel) -> List[Dict[str, float]]: """Obtain topic words and weights from the LDA model. Returns: topics -> List[Dict[str, float]] A list of mappings between the top 15 topic words (str) and their weights (float) for each to...
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def find_shape_points(image, piece_loc, sx, sy, scale, logger): """Find a shape's top-center and right-most points ((x, y), (x, y)).""" start_point = [0, sy] # Find start point h, w = image.shape[:2] for x in range(sx, w): if image[sy, x]: start_point[0] = x else: ...
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def _get_with_item_indices(exs): """Returns a list of indices in case of re-running with-items. :param exs: List of executions. :return: a list of numbers. """ return sorted(set([ex.runtime_context['with_items_index'] for ex in exs]))
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import re def remove_non_characters(tweet): """ Removes non-characters from a tweet. INPUT: tweet: original tweet as a string OUTPUT: tweet with non-characters removed """ tweet = re.sub("[\"\'\.\,\:\;\@\_\-\+\*\\\/\%\_\(\)\[\]\{\}\&\!\?\~\=\^]", '', tweet) return ' '.join(...
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def get_padding_len(len_input: int) -> int: """ パディングの長さ(バイト数)を返す 「インプット+パディング」の長さが「64の倍数 - 8」になるように計算する """ return 64 - (len_input + 8) % 64
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def percent(v): """ Transform probability into percentage. """ return v * 100
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def is_in_region(bbox1, bbox2, tol=5): """ :param bbox1: :param bbox2: :param tol: :return: """ return bbox1[0]+tol >= bbox2[0] and \ bbox1[1]-tol <= bbox2[1] and \ bbox1[2]+tol >= bbox2[2] and \ bbox1[3]-tol <= bbox2[3]
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import os def file_is_empty(file_path): """ Check if file is empty by confirming if its size is 0 bytes""" # Check if file exist and it is empty return os.path.exists(file_path) and os.stat(file_path).st_size == 0
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def is_available(): """Returns a boolean to indicate the availability of a CUDA GPU. """ # Simulator is always available return True
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import json from typing import Counter def results_from_json(json_path): """Return a results dictionary based on a PyLint JSON output file.""" # Read and parse JSON file. try: with open(str(json_path), encoding="utf-8") as inp: data = json.load(inp) except OSError as ex: r...
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import os def expected_msg(change_dir_main_fixtures): """Fixture. Used to ensure that exception generated text contain full data.""" msg = ( 'Missing end of comment tag\n' ' File "./files/syntax_error.txt", line 1\n' ' I eat {{ syntax_error }} {# this comment is not closed}' ) ...
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def _train_and_evaluate( estimator, X_train, y_train, X_test, y_test, target_transform, target_inverse_transform, collect_metrics, collect_metrics_kwargs, use_predict_proba): """ Train and evaluate `estimator` on the given datasets ...
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import subprocess def etckeeper_unclean(): """ Return True if etckeeper repository is in unclean state (there are uncommited changes in /etc directory). """ retcode = subprocess.call(['etckeeper', 'unclean']) return retcode == 0
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import re def is_custom(text, regex): """ Checks if the given text matches with a given regex Args: text (str): The text to match regex (str): A regular expression that you wanna match (recomended a raw string: r'') Returns: A boolean value, True if the text matches the string...
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import torch def get_grads(kernel_grad, kernel, w_p, args): """ Arguments: kernel_grad: gradient with respect to quantized kernel. kernel: corresponding full precision kernel. w_p: quantization factor. args: arguments Returns: 1. gradient for the full precision ker...
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def buf_emu(not_buffer): """Buffer emulator""" if hasattr(not_buffer, 'tostring'): return not_buffer.tostring() else: try: return bytes(not_buffer) except NameError: return str(not_buffer)
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def recursion_fac(n, result=1): """ 递归阶乘 :param n: :param result: :return: """ if n > 0: result *= n return recursion_fac(n-1, result) return result
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import random import string def generate_random_prefix(): """ Generate a random prefix that is 16 characters long. Example: 4htvo26lchkqeho1 """ return "".join(random.choice(string.ascii_lowercase + string.digits) for _ in range(16))
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import re def split_auth_header(header): """Split comma-separate key=value fields from a WWW-Authenticate header""" fields = {} remaining = header.strip() while remaining: matches = re.match(r'^([0-9a-zA-Z]+)="([^"]+)"(?:,\s*(.+))?$', remaining) if not matches: # Without qu...
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import glob def find_preflight(path): """ Find preflight """ # Return values preflight = None # Glob the package directory to find preflight pkgs_str = path + '/pmpreflight' pkgs = glob.glob(pkgs_str) # Found it if pkgs: preflight = { 'name': 'pmprefl...
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from numpy import cos, pi, arange def makeCosine(time, amplitude, frequency, phase=0): """ This function is for creating cosine wave of varying time, amplitude, freq, and phase for simulating input signals :param int time: time in seconds for cosine curve :param int amplitude: amplitude of cosine...
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import calendar def get_month_button(month, text=None): """ Get the button corresponding to the given month. If no `text` is given, the name of the month in English will be used. """ if month < 1: month += 12 elif month > 12: month -= 12 return { 'text': text or c...
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def single_or_double_residence(name, residence): """Function that receives as input the name of the subject as well as its residence to determine which paragraph of Article 4 OECD MTC (2017) applies.""" double_residence = False single_residence = False if " and " in residence: double_residence...
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import math def calc_event_price(retail_price, discount_percent, sales_tax_percent): """Calculate the event price from the retail price.""" # Apply discount. price = float(retail_price) * (1.0 - float(discount_percent) / 100.0) # Impose sales tax. price = price * (1.0 + float(sales_tax_percent) ...
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import requests def _request(url: str, token: str) -> requests.Response: """ Creates a request for the IUCN API and handles HTTP exceptions. Parameters ---------- url : str IUCN API endpoint. token : str IUCN API authentication token. Returns ------- Response ...
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def shape_dark_cloud_cover_top(code, df_code): """ 乌云盖顶形态(顶部反转) | 透刺形态(底部反转) :param code: :param df_code: :return: """ dates_up = [] #看涨 dates_down = [] #看跌 for ix, row in df_code.iterrows(): if ix - 5 < 0: continue #判断趋势 pct_changes = df_code...
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import platform def guess_word_size(): """ Returns the size of the pointer. For 64-bit systems, this will return '64', and '32' for 32-bit systems. """ if '64' in platform.machine(): return '64' else: archs = platform.architecture() for a in archs: if '64' i...
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import argparse def parse_args(): """Parse input arguments.""" parser = argparse.ArgumentParser( description='we pre-generate model parameters without BN') parser.add_argument( '--model_name', help='name the pre-generate model name', type=str) return parser.parse_args()
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def parse_topology_str(s) -> list: """Parses node-topology string and returns list of dicts""" topology = [] if s: for a in s.split(','): (ip_port, valency) = a.split('/') (ip, port) = ip_port.split(':') #if resolve_hostname: ip = resolve_hostname(ip) ...
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import os def token(): """Optional access token, if none provided GoogleFHIRAuth will perform `gcloud auth print-access-token` is used.""" return os.environ.get('TOKEN', None)
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def folded_str_representer(dumper, text): """Warp function of the representer.""" return dumper.represent_scalar(u'tag', text, style='>')
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def numestate_incolour(colour:str) -> int: """Return the number of fields in given colour.""" if colour in {'brown','blue'}: return 2 return 3
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def strike_through(text: str) -> str: """Returns a strike-through version of the input text""" result = '' for c in text: result = result + c + '\u0336' return result
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def frohner_cor(sig1,sig2,n1,n2): """ Takes cross-sections [barns] and atom densities [atoms/barn] for two thicknesses of the same sample, and returns extrapolated cross section according to Frohner. Parameters ---------- sig1 : array_like Cross section of the thinner of the two sa...
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import torch def tricky_line(x, noisy=True): """ Toy function in: https://arxiv.org/pdf/1806.03335.pdf, Fig. 13 """ y = torch.zeros_like(x) y[-1] = 5 return y
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import numpy def makeCenteredRotation(angle, center=(0, 0)): """ Creates a 3x3 transform matrix for centered rotation. :param: angle, in degrees :param: center, a list [xcentre, ycentre] """ # center Cf = numpy.array([[1, 0, -center[0]], [0, 1, -center[1]], ...
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def unblockshaped(arr, h, w): """ Return an array of shape (h, w) where h * w = arr.size If arr is of shape (n, nrows, ncols), n sublocks of shape (nrows, ncols), then the returned array preserves the "physical" layout of the sublocks. """ n, nrows, ncols = arr.shape return (arr.reshape...
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def filename_ext(filename): """ Function that returns filename extension """ # Taken from http://flask.pocoo.org/docs/1.0/patterns/fileuploads/ return '.' in filename and filename.rsplit('.', 1)[1].lower()
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import torch def load_saved_model(model : torch.nn.Module, path : str) -> torch.nn.Module: """ Loads a pre-saved neural net model. Args: ---- model (torch.nn.Module) : Existing but bare-bones model variable. path (str) : Path to the saved model. Returns: ------- ...
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def item_based_predict(movie_data, u, m1, nn_list): """Returns a prediction from parameters for a movie. Parameters ---------- movie_data : dict Dictionary of the data set. u : str Id of user to be used for prediction. m1 : str Id of mov...
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import re def camel_case_to_name(text): """ >>> camel_case_to_name('FooBar') 'foo_bar' >>> camel_case_to_name('TXTFile') 'txt_file' >>> camel_case_to_name ('MyTXTFile') 'my_txt_file' >>> camel_case_to_name('froBOZ') 'fro_boz' >>> camel_case_to_name('f') ...
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def guid_section(sec_type, guid, guid_attrib, inputfile): """ generates the GUID defined section """ cmd = ["tmp.guid", "-s", "EFI_SECTION_GUID_DEFINED", "-g"] cmd += [guid, "-r", guid_attrib, inputfile] return cmd
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import yaml def yaml_data_import(nom_fichier): """Fonction pour importer et lire les fichier yaml Args: nom_fichier (string): nom du fichier à importer Returns: dict: dictionnaire des donnée chargés """ with open(nom_fichier) as f: data = yaml.load(f, Loader=yaml.FullLoad...
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import numpy def construct_propagator_matrix(system, BT2, config, conjt=False): """Construct the full projector from a configuration of auxiliary fields. For use with discrete transformation. Parameters ---------- system : class System class. BT2 : :class:`numpy.ndarray` One ...
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import pathlib import os import sqlite3 def connect_db(): """ Return db connection """ homedir = str(pathlib.Path.home()) dbfilename = "nbdata.db" dbpath = os.path.join(homedir, dbfilename) con = sqlite3.connect(dbpath) con.row_factory = sqlite3.Row return con
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import torch def rotate_real(x): """ Rotates the magnitude of a complex signal into the real channel. """ assert x.ndim >= 3 and (x.shape[-3] == 2) x_rv = torch.zeros_like(x) x_rv[..., 0, :, :] = torch.sqrt(x.pow(2).sum(-3)) return x_rv
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def _mu(df, formula, temp, cas, full): """ Helper for the `mu_gas` function to determine gas viscosity. Parameters ---------- df : dataframe Dataframe from inorganic or organic data formula : str Molecular formula for the gas temp : float Gas temperature cas : st...
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import click def validate_section(ctx, param, value): """ Validate that a given section exists. """ config = ctx.obj.config if value and config.has_section(value): raise click.BadParameter( 'Missing or unknown section: {}'.format(value)) return value
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def extract_local_dets(data): """Extracts the local detectors from the TOD objects Some detectors could only appear in some observations, so we need to loop through all observations and accumulate all detectors in a set """ local_dets = set() for obs in data.obs: tod = obs["tod"] ...
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def all_close(max_side, area_origins, limit): """Return region size where distance sum of point from origins < limit.""" close_region_size = 0 for row in range(max_side+1): for col in range(max_side+1): distance = limit for origin in area_origins: distance -= ...
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import os def get_field_mapping_filename(field_name: str, config_location: str) -> str: """Returns the expected filename for a field mapping.""" return os.path.join(config_location, field_name + ".csv")
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import random def randomize_capitalization(data): """ Randomize the capitalization of a string. """ return "".join(random.choice([k.upper(), k]) for k in data)
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def nvmf_subsystem_get_controllers(client, nqn, tgt_name=None): """Get list of controllers of an NVMe-oF subsystem. Args: nqn: Subsystem NQN. tgt_name: name of the parent NVMe-oF target (optional). Returns: List of controller objects of an NVMe-oF subsystem. """ params = {'...
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def login(): """ 管理后台用户登录 :return: """ return {"msg": "login success"}
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def escape_variables(environ): """ Escape environment variables so that they can be interpreted correctly by python configparser. """ return {key: environ[key].replace('%', '%%') for key in environ}
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import re import base64 import json def decode_token(jwt): """Decode the JWT and load it's respective parts as JSON. Args: jwt (str): The JSON Web Token to parse/decode. """ token_body = jwt.split(".")[1] decodable_token_body = re.sub(r"\-", "+", token_body) decodable_token_body = re...
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def subscription_name(project, name): """Get subscription name.""" return 'projects/{project}/subscriptions/{name}'.format( project=project, name=name)
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from typing import List from typing import Dict from typing import Any import random def conflict_resolution_function(productions: List[Dict[str, Any]]) -> Dict[str, Any]: """ACT-R conflict resolution function. Currently selects a production at random from the already matched productions, since utility values...
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def model_par(model): """ Given the model, return a list of associated Parameters model - name of the model used """ if model == 'powerlaw': return ['PhoIndex','norm'] if model == 'bbodyrad': return ['kT','norm'] if model == 'ezdiskbb': return ['T_max','norm'] if...
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def blurb(bio): """ Returns champion blurb which cuts off around 250 characters """ if " " not in bio: return bio bio = bio[0:254] bio = ' '.join(bio.split(' ')[:-1]) try: if bio[-1] == ",": bio = bio[:-1] except Exception: print(bio) return bio + ...
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from typing import Dict def is_design(obj): """ Check if an object is a Metal Design, i.e., an instance of `QDesign`. The problem is that the `isinstance` built-in method fails when this module is reloaded. Args: obj (object): Test this object Returns: bool (bool): True if i...
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import sys def has_stdin_input(): """ Return `True` if there is an stdin input """ if not sys.stdin.isatty(): return True return False
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import inspect def _repr(obj): """Internal :func:`repr` that tries to be more close to original code. """ if inspect.isclass(obj): return obj.__name__ elif type(obj) is tuple: return '(%s)' % ', '.join(map(_repr, obj)) return repr(obj)
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def home(): """Home Page.""" return "<h1>Home Page<h1>"+"<h6>Hello, world!<h6>"
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def actor_static(actor): """judge whether an actor is in static state Args: actor: an actor of vehicle Return: a bool val respresents whether the actor is in static state """ vel = actor.get_velocity() if abs(vel.x) <= 0.1 and abs(vel.y) <= 0.1 and abs(vel.z) <= 0.1: retu...
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def fix_angle(ang): """ Normalizes an angle between -180 and 180 degree. """ while ang > 360: ang -= 360 while ang < 0: ang += 360 return ang
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def plot_label(self, label=None, **kwargs): """ Logic to grab plot label Note that this both takes label as a positional argument and a keyword. This is a legacy issue where instead of grabbing label from kwargs, which is how matplotlib handles it, I decided to make it a positional argument,...
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def ranks_already_set(args) -> bool: """Return True is both local and global ranks have been set.""" is_local_rank_set = args.local_rank > -1 is_global_rank_set = args.global_rank > -1 return is_local_rank_set and is_global_rank_set
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def match_all_attrs(token, attrs_to_match): """ Return true if all the values in the given dict match the morphology attributes of the token. So attrs_to_match is a way of filtering out which tokens will be matched. Returns true for an empty dict. :param token: :param attrs_to_match: :retur...
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