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import json def test_json(filename): """Verify that given filename is valid JSON; if not, return None.""" try: with open(filename, 'r') as f: data = json.load(f) except Exception as e: print(e) data = None return data
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def get_zoom(largest, width): """ Determine an appropriate zoom ratio so that the given value will fit within width. """ scale = 0 options = [1, 2, 3, 5] while True: for x in options: zoom = x * (10**scale) if largest // zoom <= width: return ...
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def clean(bstr_in: str, command_name='()', bstr_name='') -> str: """clean(): - Removes '_' characters - Raises exceptions on illegal characters """ bstr_out = '' for bit in bstr_in: if bit in '01': bstr_out += bit elif bit in ' _': pass else: ...
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import glob def find_code_with_doctests(): """Naive search for modules with any doctests strings.""" candidate = [] for file in glob.iglob("**/*.py", recursive=True): if "main/" not in file: continue else: with open(file) as handle: if ">>>" in handl...
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def regex_for_target_temperature(): """ T0:210 /210 B:0 /0 """ return '\/([0-9].*?) '
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def contains(seq, value): """ Description ---------- Checks to see if a value is in the sequence or dictionary. Parameters ---------- seq : (list or tuple or set or dict or string) - sequence/dictionary to search in\n value : any - value to search for Returns ---------- boo...
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import json def read_configuration(): """Returns JSON object with configuration""" with open("config.json") as f: config = json.load(f) return config
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import os def forks_enabled(): """Return true if forks are enabled. By default forks are not enabled (for the purposes of local development). Forks can be enabled by setting the FORKS_ENABLED environment variable to ``true`` (or, in tests, by overriding this function). """ return os.environ....
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def stage_title(stage): """Helper function for setting the title bar of a stage""" stage_txt = ("Name", "Vocation", "Character Design and Details", "Stats and Skills", "All Done: Thank You!") stage_cmd = ("{w@add/name <character name>{n", "{w@add/vocation <character's vocation>{n", ...
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import socket def resolve_hostname(hostname): """ This function uses system DNS to resolve a hostname. It is capable of retrying in case the host is not immediately available Wait time is expressed in seconds. Default is 5 attempts, 2s min, 5s max """ return socket.gethostbyname(hostname)
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from functools import reduce import operator def get_location(nested_dict=None, keys_list=None): """ Description ----------- Static function to get a value of a nested key from a nested dictionary :param nested_dict: Nested dictionary from which the nested value is to be retrieved :param keys_...
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import os def get_app_base_path(): """Return module directory""" return os.path.dirname(os.path.realpath(__file__))
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import os import time def catalog_creation_payload(repo_type: str, repo_source_ip: str, catalog_path: str, repo_user: str = "", repo_domain: str = "", repo_password: str = "...
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def add_weight_decay(model, weight_decay=1e-5, skip_list=()): """Splits param group into weight_decay / non-weight decay. Tweaked from https://bit.ly/3dzyqod :param model: the torch.nn model :param weight_decay: weight decay term :param skip_list: extra modules (besides BN/bias) to skip :ret...
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from typing import List def remove_stubs(packages: List[str]) -> List[str]: """Remove type stubs (:pep:`561`) from a list of packages. >>> remove_stubs(["a", "a.b", "a-stubs", "a-stubs.b.c", "b", "c-stubs"]) ['a', 'a.b', 'b'] """ return [pkg for pkg in packages if not pkg.split(".")[0].endswith("...
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from typing import Tuple def twotuple_metric(vec1: Tuple[int, int], vec2: Tuple[int, int]) -> float: """Calculate two two-tuples ali-metric. Args: vec1: two-tuples of int vec2: two-tuples of int Return: float metric: 1, 0.5 or 0 >>> twotuple_metric([0, 1], [0, 1]) 1.0 ...
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def read_config(config_file, config_dict): """ Read config file and store parameters in dictionnary. Input: -config_file string -config_dict dictionnary """ with open(config_file, "r") as file: file_contents = file.readlines() for line in file_contents: if not...
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def to_csv(dictionary, filename=None, headers=None, nm=False): """ Save spectral data as csv. Parameters ---------- dictionary : dict The dictrionary containing spectral data. Get using Image.get_spectral_data() The epected unit for wavelength is Angstrom. filename : str...
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def quantile_normalization_wiki_test_method(df): """ Python pandas quantile normalization to compare against spark. This matches the wikpedia example, but it is not how it is done in RMA. """ df['rank'] = df.groupby('sample')["intensity_value"].rank(method="dense") df['row_number'] = df.groupby(...
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import uuid def generate_uuid(): """ generate a unique id using uuid whenever a new aircraft is created """ return uuid.uuid4()
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from datetime import datetime def to_graphite_time(time: datetime, default: str) -> str: """ Note that millissecond-level precision matters when trying to fetch events in a given time range, hence opting for this over time.strftime("%H:%M_%Y%m%d") """ if time is not None: return str(int(ti...
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import re import requests def use_http(accession): """ Use urllib to get a link. Example GCF_001548295: https://ftp.ncbi.nlm.nih.gov/genomes/all/GCF/001/548/295/ Need to extract "<a href="GCF_001548295.1_ASM154829v1/">GCF_001548295.1_ASM154829v1/</a>" """ accession, version = accession.split...
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import os def get_os_name(): """ :API: public """ return os.uname()[0].lower()
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def get_rrmgr_cmd(src, dst, compression=None, tcp_buf_size=None, connections=None): """Returns rrmgr command for source and destination.""" cmd = ['rrmgr', '-s', 'zfs'] if compression: cmd.extend(['-c', '%s' % str(compression)]) cmd.append('-q') cmd.append('-e') if tcp_...
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def standardize_lemma(lemma): """ Changes lemma text used to find frequency """ if lemma[0] in {'eg', 'vér', 'þér'}: return ('ég', lemma[1]) else: return (lemma[0].lower(), lemma[1])
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def customise_csc_Validation(process): """Nothing for now """ return process
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def arrow(m) -> str: """One directional arrow key""" return m.arrow
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import json def load(source_file): """ Converts Esri Json File to GeoJSON. :param source_file: Path to a file that contains the Esri JSON data. :returns: A GeoJSON `dict` representing the geometry read from the file. """ return json.load(source_file)
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import torch def gradients(outputs, inputs): """ Compute t, x partial derivatives of variable u\ Input ----- outputs: variable u inputs: grid of t, x Output ------ grad[:, :1]: du/dt grad[:, 1:]: du/dx Note: grad[:, :1] gives shape [:, 1] instead of [:] "...
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from pathlib import Path def get_tf_version(tf_path): """ Traverse “up” the given directory tree looking for a .terraform-version file and return its contents, raise an exception if we reach root without having found anything. """ current_path = tf_path while current_path != Path('/'): ...
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def combine(hi, lo): """Combine the hi and lo bytes into the final ip address.""" return (hi << 64) + lo
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import os def get_immediate_subdirectories(a_dir): """ Return list of subdirectories immediately under the given dir """ return [name for name in os.listdir(a_dir) if os.path.isdir(os.path.join(a_dir, name))]
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def UA_a_m(UA): """ se ingresa el valor en unidades astronómicas y se convierte a metros """ m=149597870700*UA return m
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def assert_equal_length(psg, hyp, sample_rate): """ Return True if the PSG and HYP have equal lengths in seconds """ return psg.shape[0] / sample_rate == hyp.total_duration
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def calc_spread(prices, spread_coefficients): """Calculate the spread based on spread_coefficients. Args: spread_coefficients (list): A list of signed integers defining how much of each product to buy (positive) or sell (negative) when buying or selling the spread. price...
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async def time_event() -> dict: """Create a mock time_event object.""" return { "id": "290e70d5-0933-4af0-bb53-1d705ba7eb95", "bib": 1, "event_id": "event_1", "name": "Petter Propell", "club": "Barnehagen", "race": "race_name", "race_id": "race_1", ...
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def convert_8_to_16(value): """Scale an 8 bit level into 16 bits.""" return (value << 8) | value
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def size_of(rect): """Return size of list|tuple `rect` (top, left, bottom, right) as tuple (width, height)""" return (rect[3] - rect[1], rect[2] - rect[0])
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import re def uncolorize(s): """ Remove ANSI color escape codes from the string `s` and return the result. Works with text colorized with the `colorama` module. """ return re.sub("\033\[([0-9]+;)*[0-9]*m", "", s, flags=re.UNICODE)
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import numbers def is_number(a): """Check that a value `a` is numeric""" return isinstance(a, numbers.Number)
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def transform_len(val, default=None): """ Calculate length <dotted>|len len(val) or raises <dotted>|len:<default> len(val) or <default> """ try: return len(val) except TypeError: if default is not None: return default raise ...
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from typing import Iterable def nested_depth(iterable:Iterable) -> int: """ calculate the nested depth of an iterable Args: iterable (Iterable): the iterable to calculate the depth of Returns: int: the depth """ depth_func = lambda L: isinstance(L, (list, tuple)) and max(map(...
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def post_process_fieldsets(context, fieldset): """ Removes a few fields from FeinCMS admin inlines, those being ``id``, ``DELETE`` and ``ORDER`` currently. Additionally, it ensures that dynamically added fields (i.e. ``ApplicationContent``'s ``admin_fields`` option) are shown. """ # abort i...
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def make_pull_request(fake_github): """ Provide a function for making a JSON pull request object. """ def _fn(user, repo="edx/edx-platform", **kwargs): fake_github.make_user(user) owner, repo = repo.split("/") pr = fake_github.make_pull_request(user=user, owner=owner, repo=repo, ...
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def bmpInfo_get(byteline): """ Parses BMP-file to get an information about the picture """ def convert(bytes_array): return int.from_bytes(b''.join(bytes_array), 'little') bmpInfo = { #Bitmap file header 'bfType' : convert(byteline[0:2]), 'bfSize' : convert(byteline[2:6]), 'bfReserved1' : co...
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def sos_gradient(params): """Calculate the gradient of the sum of squares function.""" return 2 * params["value"].to_numpy()
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import numbers def commanum(v): """ Makes large numbers readable by adding commas E.g. 1000000 -> 1,000,000 """ if isinstance(v, numbers.Number): return "{:,}".format(v) return v
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import glob def createPlotString(postAnalyzerPath, description): """ Create the plotFile readable by the PostPlot*.py program. Args: postAnalyzerPath: Path to the output from PostAnalyzer description: description of the results (for instance canonical or submatrix) ...
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from typing import Any from typing import Callable import torch from typing import Mapping from typing import Iterable def traverse_input_data( data: Any, action_fn: Callable[..., Any], aggregate_fn: Callable[..., Any] ) -> Any: """ Traverses any type of nested input data. On a tensor, returns the action ...
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def getObjectName(objects): """Create a string representing the objects name. objects - list of one or more DejaVu geom. objects""" name = "" for object in objects: try: objectName = object.fullName if objectName.split("|")[-1] != 'root': if objectName.fin...
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def merge_dict(dic_result, dic, path=None, update=False): """ Method merges dic into dic_result Args: dic_result: the dict will be returned. dic ('dict'): the dict used to merge with dict_result. path (`list`): internal variable for keeping track of stack. Examples: >>> mer...
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import os def has_bin_in_path(bin_path): """Determine if the binary path is part of the system paths.""" return bin_path in os.environ['PATH'].split(':')
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def numberOfDaysInYear(dt): """Calculate number of day of the year of the given datetime.""" if dt.isLeapYear(): return 366 return 365
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import math def vector_normalize(vect=()): """ Generates a unit vector from the input. :param vect: input vector :type vect: tuple :return: unit vector :rtype: list """ if not vect: raise ValueError("Input argument is empty.") sq_sum = math.pow(vect[0], 2) + math.pow(vect[1],...
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def is_integer(n): """Testa se uma variável é um número inteiro""" try: float(n) except ValueError: return False else: return float(n).is_integer()
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import os def split_multiext(filename, max=2): """Wrapper around os.path.splitext to remove potentially multiple extensions.""" all_ext = '' n = 0 while (n < max): n += 1 (filename,ext) = os.path.splitext(filename) if (ext): all_ext = ext + all_ext else: ...
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from typing import List def remove_nulls(obj): """Recursive function to remove nulls in a dict.""" if isinstance(obj, List): return [remove_nulls(list_item) for list_item in obj] if not isinstance(obj, dict): return obj return {k: remove_nulls(v) for k, v in obj.items() if v is not Non...
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def are_disjoint(sa, sb): """ :param sa: set 1 :param sb: set 2 :return: True if two sets are disjoint, otherwise False """ return True if sa & sb == set() else False
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def create_coordinate_matrix(sp, xn, yn, lons, lats): """ Creates xn times yn matrix of GNSS points. :param sp: Starting GNSS point. :param xn: Number of rectangles (columns). :param yn: Number of rectangles (rows). :param lons: Longitude step. :param lats: Latitude step. :return: Matrix...
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import os import errno def check_log_files(PSAD_LOG_DIR='/var/log/psad'): """Check for required logfiles in log directory Check for - /var/log/psad/top_attackers - /var/log/psad/top_sigs - /var/log/psad/top_ports It will exist, if one of the logfiles does not exist. Parameters: PSAD...
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def containsDuplicate(nums): """ :type nums: List[int] :rtype: bool """ if len(nums) == 0 or len(nums) == 1: return False d = {} for i in nums: if i in d: return True d[i] = 0 return False
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def sanitize_identifier_for_cpp(identifier: str) -> str: """ Convert the provided identifier to a valid C++ identifier :param identifier: the name which needs to to sanitized :return: str: sanitized identifier """ if not identifier: return '' sanitized_identifier = list(identifi...
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def readfile(filename, current_dir_path): """Return the contents of a file as a string given a Path object to it. Parameters ---------- filename : str Name of the file to read. current_dir_path : Path pathlib.Path object for where the file is found on the system. """ file_pat...
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def find_best_match(path, prefixes): """Find the Ingredient that shares the longest prefix with path.""" path_parts = path.split('.') for p in prefixes: if len(p) <= len(path_parts) and p == path_parts[:len(p)]: return '.'.join(p), '.'.join(path_parts[len(p):]) return '', path
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import time def wait_for_influxdb(db_client): """Function to wait for the influxdb service to be available.""" try: db_client.ping() print("connected to db") return None except ConnectionError: print("not yet") time.sleep(1) wait_for_influxdb(db_client)
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from pathlib import Path def base_dir(): """Path to the test dir""" return Path(__file__).parent.absolute()
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def merge_configs(*configs): """Merge configuration dictionnaries following the given hierarchy Suppose function is called as merge_configs(A, B, C). Then any pair (key, value) in C would overwrite any previous value from A or B. Same apply for B over A. If for some pair (key, value), the value is a d...
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def wc1(file_): """Takes an absolute file path/name, calculates the number of lines/words/chars, and returns a string of these numbers + file, e.g.: 3 12 60 /tmp/somefile (both tabs and spaces are allowed as separator)""" with open(file_) as f: content = f.read() num_lines =...
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import torch def compute_iou_loss(pred_reg, target_reg, cls_weights, thre, weights): """compute iou loss Args: pred_reg ([B,N,7] Tensor): normal boxes: x, y, z, w, l, h, r target_reg ([B,N,7] Tensor): anchors """ cls_weights = torch.max(torch.sigmoid(cls_weights), ...
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def parseOutputPattern(outpat): """Parses an output pattern""" r, g, b = outpat.strip().lower().split(',') return (r, g, b)
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def number_beds_avail(totalHospitalBeds, severeImpactCases): """ calculating the number of beds available as integers and not floats""" avail_beds = int((0.35 * totalHospitalBeds) - severeImpactCases) return avail_beds
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def rjust(s, width, *args): """rjust(s, width[, fillchar]) -> string Return a right-justified version of s, in a field of the specified width, padded with spaces as needed. The string is never truncated. If specified the fillchar is used instead of spaces. """ return s.rjust(width, *args)
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def process_exception_usa(country_data, feature_list): """Process exeptions for the usa. The category of 'Religion' only has a link to another website. The text should not be shown. Parameters: country_data (pd.DataFrame): Data from the wikipedia infobox feature_list (pd.DataFrame): Feat...
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def read_var_length(fp): """ take a file pointer that will presumably read characters from the pointed-to file, and return a numeric value. """ # set the variable to which we will add: output = 0 # read the first byte inbyte = ord(fp.read(1)) # its real value is really only the lowest 7 b...
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def fields(d, names, pred=lambda x: True, key_transform=lambda x: x, value_transform=lambda x: x): """Returns the entries in this dictionary with keys appearing in names. :type d: dict :type names: [a] :param pred: a filter that is applied to the values of the dictionary. :type pred: (a ...
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def HarmonicPairConstraints(a,b,value,sd): """ Returns properly formated string for declaring harmonic distance constraints between CA carbons of resiedues a and b, at distance "value", and "sd" standard deviation. """ st = "AtomPair CA %i CA %i HARMONIC %3.1f %3.1f\n" %(a,b,value,sd) return st
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import pickle def saveAndLoadModel (mode, PHI=None, THETA=None, modelName='Q1/models/NBmodel.pickle'): """ 0 for saving the model 1 for loading the model """ if (mode == 0): model = (PHI, THETA) with open(modelName, 'wb') as handle: pickle.dump(model, handle, protocol=...
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def grab_data(h5file, path, col, matching=None): """Grabs data in a path matching parameters Parameters ---------- h5file : PyTables HDF5 File handle path : str the path to the appropriate table col : str the target column name matching : tuple, optional a tuple ...
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def out_deriv(all_deriv, dfdx, df0dx2): """ Auxiliary function. """ aux = dfdx.shape[0] if df0dx2 is None: return all_deriv[:, :aux].T, all_deriv[:, aux].reshape(-1, 1), None else: return all_deriv[:, :aux].T, all_deriv[:, aux].reshape(-1, 1), all_deriv[:, aux+1].reshape(-1, 1)
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def parse_structure(astr, level): """ The returned line number is from the beginning of the string, starting at zero. Returns an empty list if no loops found. """ if level == 0: loopbeg = "/**begin repeat" loopend = "/**end repeat**/" else: loopbeg = "/**begin repeat%d" ...
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def get_min(data_frame, field): """Calculates the minimum value of a given field in a given DataFrame. Args: data_frame (DataFrame): the Pandas DataFrame to analyze field (string): the field to calculate the values of Returns: Series: the minimum value of the field """ retu...
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import torch def kinetic_energy_reg_func(x: torch.Tensor, t: torch.Tensor, dx: torch.Tensor, unused_context) -> torch.Tensor: """ Quadratic cost / kinetic energy regularization: https://arxiv.org/pdf/2002.02798.pdf :param...
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def is_Replicated(distribution): """ Check if distribution is of type Replicated Parameters ---------- distribution : str, list, tuple Specified distribution of data among processes. Default value 'b' : Block Supported types: 'b' : Block 'r' : Replicated ...
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import re def first_clean_up(lines): """ A function to remove line delimiters, comments, tabs, etc. from the .sas dictionary file. Parameters ---------- lines : list of strings; the raw file """ #Remove all tabs from the string for i in range(0, len(lines)): lines[i]...
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def verify_request_target(replay_json, request_target): """ Verify that the 'url' element of the first transaction contains the request target. """ try: url = replay_json['sessions'][0]['transactions'][0]['client-request']['url'] except KeyError: print("The replay file did not have a...
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import os def get_class_names(base_path): """ Fetches class names from subdirectories in the directory given as the base path. Arguments: base_path (str): path to the directory containing images or class subdirectories. Returns: class_list (list): list of classes identif...
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from typing import List def gray_max(colors: List[int]) -> float: """ Convert to grayscale: get brightest value from channels. :param colors: [R, G, B] values :return: one grayscale color """ return max(colors)
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import wave import struct import numpy def read_wav(input_file_name): """ :param input_file_name: :return: """ wfh = wave.open(input_file_name, "r") (nchannels, sampwidth, framerate, nframes, comptype, compname) = wfh.getparams() raw = wfh.readframes(nframes * nchannels) out = struct.u...
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def find_atoms(atom_neighbourhood, structure): """ Return list of atom occurrences in structure from an atom neighbourhood Input: atom_neighbourhood: GroupDefiner object Output: atoms: list of Atom objects """ locations = structure.find_substructures(atom_neighbourhood.structure) ...
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import argparse def parse_arguments(): """ Parses the command line arguments. """ parser = argparse.ArgumentParser(description="Compiles the ExtraCurrencies mod") parser.add_argument("games", choices=["ets2", "ats"], nargs="+", help="the game(s) to target") parser.add_a...
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import codecs def check_output(output_from): """A function which takes a string with B source, compiles and executes it and then compares the output with an expected value.""" def _check_output(source, expected): output = output_from(source) assert output == codecs.encode(str(expected), 'u...
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import pickle def load(ensemble): """ Load a previously pickled ensemble. """ return pickle.loads(ensemble)
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def empty_table(unique_database, request): """Create an empty table within the test database before executing test. The table will have the same name as the test_function itself. Setup and teardown of the database is handled by the unique_database fixture. Args: unique_database: pytest fixture defined in ...
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def append_ordinal(number): """Add an ordinal string to an integer. :param number: The number to be converted to an ordinal. :type number: int :rtype: str """ suffixes = dict() for i, v in enumerate(['th', 'st', 'nd', 'rd', 'th', 'th', 'th', 'th', 'th', 'th']): suffixes[str(i)] = ...
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def fix_line_breaks(text): """ Convert Win line breaks to Unix """ return text.replace("\r\n", "\n")
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import configparser def _nova_cfg(): """ Parse nova config and return it in form of ConfigParser instance :return: Parsed nova config :rtype: configparser.ConfigParser """ nova_cfg = configparser.ConfigParser() nova_cfg.read('/etc/nova/nova.conf') return nova_cfg
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def make_jsondict(new_GCFs, old_GCFs): """ creates a dictionary containing the BiG-SCAPE families with the full organism names ---------- new_GCFs dictionary, {bigscape family ID number: bigscape family ID numbers} old_GCFs dictionary, {full organism name: full organism names} re...
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import sys def get_task(): """ Get task from user """ task = sys.argv[1].lower() allowed_tasks = [ 'new_config', 'validate', 'simulate', 'viewslice', ] assert (task in allowed_tasks), \ "Error in main.get_task: input task not recognised." retu...
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import os def storage_file_name(directory, resource_id): """Returns the path to the JSON file that contains a stored resource structure """ return os.path.normpath( os.path.join(directory, resource_id.replace("/", "_")))
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import json import collections def get_captions(json_file_path, filenames): """ Get captions for given filenames. Args: json_file_path (string): Path to the json file containing annotations/captions. filenames (list): List with all the filenames. """ with open(json_file_path, "r") as ...
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