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def has_dynamic_registration_perm(user_level, obj, ctnr, action): """ Permissions for static registrations """ return True
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def string_validation(state_input, county_input): """ WHAT IT DOES: Processes the State and County variables to ensure that they are strings PARAMETERS: Two strings representing a state and county in the US RETURNS: A boolean """ has_errors = False try: int_variable = int(state_in...
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def is_above_or_to_left(ref_control, other_ctrl): """Return true if the other_ctrl is above or to the left of ref_control""" text_r = other_ctrl.rectangle() ctrl_r = ref_control.rectangle() # skip controls where text win is to the right of ctrl if text_r.left >= ctrl_r.right: return False ...
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def relative_humidity(e_a, e_s): """ Calculate the relative humidity of air (Allen et al., 1998). Relative humidity expresses the degree of saturation of the air as a ratio of the actual (e_a) to the saturation (e_s) vapour pressure at the same temperature. Parameters ---------- e_a : ...
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def is_number(x): """Check is a number.""" if isinstance(x, (int, float)): return True else: return False
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def add_data_args(parser): """Train/valid/test data arguments.""" group = parser.add_argument_group('data', 'data configurations') group.add_argument('--model-parallel-size', type=int, default=1, help='size of the model parallel.') group.add_argument('--shuffle', action='store_t...
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import contextlib, cProfile import sys def profile(filename): """Returns a context manager to perform profiling while the program runs. This is triggered by setting the PEX_PROFILE_FILENAME env var to the destination file, at which point this will be invoked automatically at pex startup. """ @co...
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def get_paths(rlz): """ :param rlz: a logic tree realization (composite or simple) :returns: a dict {'source_model_tree_path': string, 'gsim_tree_path': string} """ dic = {} if hasattr(rlz, 'sm_lt_path'): # composite realization dic['source_model_tree_path'] = '_'.join(r...
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from textwrap import dedent import traceback def format_exception_trace(exception: BaseException) -> str: """ Formats the traceback part of an exception as it would appear when printed by Python's exception handler. Args: exception: The exception to format Returns: A string, usually ...
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def format_autopkg_recipes(output): """Add lines between Input and Process, and between multiple processes. This aids readability of yaml recipes""" # add line before specific processors for item in ["Input:", "Process:", "- Processor:", "ParentRecipeTrustInfo:"]: output = output.replace(item, "...
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def sub_group_lines(lines): """ Splits lines delimited by empty lines, groups split lines into lists. Args: lines (list): A list of lines seperated by empty lines. Returns: A list of lists of grouped lines. """ groups, sub_group = [], [] for line in lines: if len(line...
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def batch_cmd_create_irf( cwd, mc_gamma, mc_proton, mc_electron, output_irf_file, dl3_config ): """Create batch command to create IRF file with sbatch.""" return [ "sbatch", "--parsable", "--mem=6GB", "--job-name=irf", "-D",...
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def greeting(name: str) -> str: """ Build the greeting message """ return 'Hello, ' + name + '!'
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def get_linear_magnitude_scaling(scale_factor: float): """ Get a linear magnitude scaling function, to correct magnitude. Parameters ---------- scale_factor : float The scale factor, according to the definition given in STDI-0002. Returns ------- callable """ def scale...
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import os def find_all(fname, path): """ Finds all files matching a specified name within the directory specified. **Parameters** fname: *string* The name of the file to be located path: *string* The absolute directory path to search. **Returns** list of locations...
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def create_wav_header(sampleRate, bitsPerSample, num_channels, num_samples): """Generate WAV file header.""" datasize = num_samples * num_channels * bitsPerSample // 8 o = bytes("RIFF", "ascii") # (4byte) Marks file as RIFF o += (datasize + 36).to_bytes( 4, "little" ) # (4byte) File size i...
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from functools import reduce def deepgetattr(obj, attr, default=None, sep="."): """Recurse through an attribute chain to get the ultimate value.""" return reduce(lambda o, key: o.get(key, default), attr.split(sep), obj)
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def soma(a, b): """Soma dois números""" return a + b
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def DeferredQuantumRegister_to_c(self): """Syntax conversion for creating a quantum register.""" return f"const int[] {self.name} = {{{', '.join(map(str, self.mapping))}}};"
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def findCmdLineSwitch(argList, switch, ignoreCase=True): """ Argument List에서 command switch를 찾는다. optViewFields = '/view_fields:' optDeletedRecords = '/deleted_records' argv = 'SQLiteParser.py external.db files /view_fields:_data,date_modified,date_added /deleted_records'.split() v1 = findCmdLi...
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import re def find_idx(ls): """ Find index of causality """ r = [] element = set(ls) if 1 in element: for i in re.finditer('1+', ''.join([str(i) for i in [i if i != 2 else 1 for i in ls]])): r.append([i for i in range(i.start(), i.end())]) if 3 in element: for i...
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from typing import Iterator from typing import Any from typing import List def rm_dups(lst: Iterator[Any]) -> List[Any]: """Return a sorted lst of non-duplicated elements from `lst`. Parameters ---------- lst: sequence of any Returns ------- fslst: Filtered and sorted `lst` with ...
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def tio_is_attribute(tree_item): """ Returns 'True' if the tree item object is an attribute of the parent opposed to e.g. a list element. """ if tree_item.is_attribute is None: return '' else: return str(tree_item.is_attribute)
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from typing import Callable def map_values(dictionary: dict, func: Callable): """ Parameters ---------- dictionary : func : Returns ------- Examples ------- >>> users = {'fred': { 'user': 'fred', 'age': 40 }, 'pebbles': { 'user': 'pebbles', 'age': 1 }} >>> map_values(us...
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def human_seconds(seconds, display='.2f'): """ Given `seconds` seconds, return human readable duration. """ value = seconds * 1e6 ratios = [1e3, 1e3, 60, 60, 24] names = ['us', 'ms', 's', 'min', 'hrs', 'days'] last = names.pop(0) for name, ratio in zip(names, ratios): if value / ...
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def evaluate(conf_matrix, label_filter=None): """ Evaluate Precision, Recall and F1 based on a confusion matrix as produced by `create_confusion_matrix`. Args: conf_matrix: a confusion matrix in form of a dictionary from `(gold_label,guess_label)` pairs to counts. label_filter: a set of gold...
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def lists_to_dict(list_keys, list_values): """two ordered lists to a dict where list_keys are the keys and list_values are the values Inputs: list_keys - a list of n unique elements, where n = 0, 1 or many list_values - a list of n elements Returns: a dict of ...
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def functionIsCompilable(f): """Is a python function 'f' compilable? Specifically, we try to cordon off the functions we know are not going to compile so that we can just represent them as python objects. """ # we know we can't compile standard numpy and scipy functions if f.__module__ == "nump...
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def list_files(root, extension, parts): """Construct files from root, parts.""" files = [root + part + extension for part in parts] return files
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def has_humanitarian_content (activity): """ More-thorough review of an activity to check if it seems humanitarian. Will return true if the activity is flagged humanitarian, any transaction is flagged humanitarian, a humantarian-scope is present, and/or it mentions a humanitarian sector. """ d...
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def converge_lists(list_to_converge): """ Function to flatten and remove the sublist created during future obj Args: list_to_converge (list): arg list of lists, eg: [[1,2],[3,4]] Returns: list (list): return converged list eg: [1,2,3,4] """ return [item for sublist in list_to_co...
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import asyncio def _get_event_loop() -> asyncio.AbstractEventLoop: """ This simply wraps the asyncio function so we have typing for autocomplet/linting""" return asyncio.get_event_loop()
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def spaceHolder(response): """Return the response without parsing.""" return response
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import subprocess def get_gcloud_token(): """Return the gcloud access token as a string. This functions requires the gcloud executable to be available in the path variable. Return (str): The gcloud access token """ outs = subprocess.check_output( ["gcloud", "auth", "application-defau...
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def get_schedule_v(df): """換気スケジュール Args: df(DateFrame): スケジュール Returns: ndarray: 換気スケジュール """ return df['換気'].values
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from typing import List def bert_preprocess(texts: List[str]) -> List[str]: """ Apply preprocessing appropriate for a BERT (or BERT-based) model to a set of texts. Args: texts: Texts to preprocess. Returns: List of preprocessed texts. """ # BERT truncates input, so don't pass in ...
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def check_newlines( fname, bytes_to_read=52428800 ): """ Determines if there are any non-POSIX newlines in the first number_of_bytes (by default, 50MB) of the file. """ CHUNK_SIZE = 2 ** 20 f = open( fname, 'r' ) for chunk in f.read( CHUNK_SIZE ): if f.tell() > bytes_to_read: ...
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def projection_dict(projection): """Get a projection dictionary from a list of attribute names to project. Args: projection: List of string names of attributes to project. Returns: Dictionary like {'attr1': 1, 'attr': 1, ... }. """ if projection: return dict(zip(projection, [1]...
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from typing import Dict import re def getParameters(msgContent : str) -> Dict[str,str]: """ Get parameters parses through a command call and returns all parameters. Inline parameters are simply added after the command, positional parameters can be added via x=y. :param msgContent: msgContent for the p...
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def datetimefilter(value, format='%d/%m/%Y at %H:%M:%S'): """Convert a datetime to a different format.""" return value.strftime(format)
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def sortRanking(_pop, _fit): """Sorts population and fit values due to fit values Parameters: _pop - population to be sorted _fit - fit values related to population Returns: Function returns a tuple of sorted fit values and population """ return zip(*sorted(zip(_fit,_pop),reverse=True))
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def filterNone(l): """Returns the list l after filtering out None (but 0"s are kept).""" return [e for e in l if e is not None]
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def is_good_response(resp): """ Returna 'True' si parametro 'resp' tinen como respuesta 200 (peticion exitosa de la solicitud get) """ content_type = resp.headers['Content-Type'].lower() return (resp.status_code == 200 and content_type is not None and content_type.find('htm...
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def create_buffered_data(full_data): """ Utility function that does minor cleaning and buffers points for eventual passage into a ViT """ clipper_dat_geom = full_data[["geometry", "IrwinID"]].drop_duplicates( subset=["IrwinID"] ) clipper_dat_geom["geometry"] = clipper_dat_geom["geometr...
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def remove_empty_quote(output, content_data): """ Removes Empty Quotes which can be used as obfuscation to break strings apart. Args: output: What is to be returned by the profiler content_data: "EXA''MPLE" Returns: content_data: "EXAMPLE" modification_flag: Boolean ...
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def frequency_set(partition, dim): """get the frequency_set of partition on dim return dict{key: str values, values: count} """ frequency = {} for record in partition.member: try: frequency[record[dim]] += 1 except KeyError: frequency[record[dim]] = 1 retu...
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def hello(name): """ Custom function. """ return {"text": "Hello, {}".format(name)}
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from pathlib import Path import re def get_compressed_path(path, is_obs=None, compression='gz'): """Get the compressed path corresponding to a RINEX file after compression. Parameters ---------- path : path or str Path to the RINEX file being compressed. is_obs : bool, optional Wh...
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import torch def kron_einsum_batched_1D(A: torch.Tensor, B: torch.Tensor): """ Batched Version of Kronecker Products :param A: has shape (b, c, a) :param B: has shape (b, c, k) :return: (b, c, ak) """ res = torch.einsum('ba,bk->bak', A, B).view(A.size(0), A.size(1)*B.size(1) ) # ...
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def build_chunk(data_list, id2label_dict): """ Assembly entity """ tag_list = [id2label_dict.get(str(id)) for id in data_list] ner_dict = {} ner_str = "" ner_start = 0 for i in range(len(tag_list)): tag = tag_list[i] if tag == u"O": if i != 0: ...
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import math def generate_equator(step=0.5, type='equ'): """ step is in degrees types: equ = celestial equator ecl = ecliptic gal = galactic equator """ eps = math.radians(23.4392911) se = math.sin(eps) ce = math.cos(eps) d = 0. points = [] while d <= 360...
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def get_zhang_aspect_ratio(aspect_ratio): """Jeffery's equivalent aspect ratio. Approximation for small aspect ratios from Zhang et al. 2011 """ return (0.000035*aspect_ratio**3 - 0.00467*aspect_ratio**2 + 0.764*aspect_ratio + 0.404)
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def remove_cat_names(X_cats, onehot_dict, onehot_missing_dict=None): """removes the leading category names in the onehotencoded columns. Turning e.g 'Sex_male' into 'male', etc""" X_cats = X_cats.copy() for cat, cols in onehot_dict.items(): if len(cols) > 1: mapping = {c:(c[len(cat)...
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import string def removePunctuations(target): """ this function takes in a string, and returns it after removing all leading and trailing punctuations string.punctuation !"#$%&'()*+,-./:;<=>?@[\]^_`{|}~ logic: to find a starting index and ending index to slice the string """ # initialise...
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def cloudfoundry(): """ get: summary: Return a simple string with a status code of 200 to signify that this web application is working properly. This is used in systems such as Cloud Foundry. description: simple response indicates application is running. ...
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def bsxfun_eq2(galLabels, probLabels, binaryLabels): """get bsxfun_eq2""" for i, _ in enumerate(galLabels): for j, ele in enumerate(probLabels): binaryLabels[i, j] = 1 if galLabels[i, j] == ele else 0 return binaryLabels
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from typing import Dict def sum_formula_to_html(sumform: Dict[str, str], break_after: int = 99) -> str: """ Makes html formatted sum formula from dictionary. """ if not sumform: return '' l = ['<html><body>'] num = 0 for el in sumform: if sumform[el] == 0 or sumform[el] == ...
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import struct def nunpack(s, default=0): """Unpacks 1 to 4 or 8 byte integers (big endian).""" l = len(s) if not l: return default elif l == 1: return ord(s) elif l == 2: return struct.unpack('>H', s)[0] elif l == 3: return struct.unpack('>L', b'\x00' + s)[0] ...
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import tempfile import pickle def unique_serialization(obj): """ Checks whether obj is serialized in a fashion that produces a unique representation. If this returns false, cacher will always conclude that any function with obj as an argument is fresh Returns examples of the object in pre-and-pos...
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import tempfile import re def read_xyz(datapath_or_datastring, is_datafile=True): """ Read data in .xyz format, from either a file or a raw string. :param (string) datapath_or_datastring: Either the path to the XYZ file (can be relative or absolute...
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def get( coin, in_coin, try_conversion=None, exchange=None, aggregate=None, limit=None, all_data=None, to_timestamp=None, extra_params=None, sign=None, ): """ Get open, high, low, close, volumefrom and volumeto from the dayly hi...
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import re def de_comment_line(line): """ Returns a version of the string @line with all C++ comments removed """ line = re.sub(r"/\*.*\*/", "", line) # Remove /* comments line = re.sub(r"//.*", "", line) # Remove // comments return line
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def shared_lib_name(group_name: str) -> str: """Given a group name, return the actual name of its extension module. (This just adds a suffix to the final component.) """ return '{}__mypyc'.format(group_name)
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def get_pos_from_common(words0, tag1, sep="-"): """从common模型的输出中重构标注, 即获取未知信息---position common analysis for sequence-labeling Args: words0: String, origin text, eg. "沪是上海" tag1 : List, common-output of labels, eg. ["S-city", "O", "B-city", "I-city"] sep : String, split in tag, ...
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def create_plot_settings_dict(emission_name): """ Create a dictionary containing the plot settings for the AEM figures """ title_dict = {'z_var_ave': 'Average {} emission [mg/s]'.format(emission_name), 'std_var': 'std {} emission per bin [mg/s]'.format(emission_name), ...
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def format_alignment(align1, align2, score, begin, end): """format_alignment(align1, align2, score, begin, end) -> string Format the alignment prettily into a string. """ s = [] s.append("%s\n" % align1) s.append("%s%s\n" % (" "*begin, "|"*(end-begin))) s.append("%s\n" % align2) s.appe...
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def transform_to_bytes(content: str): """ Transform a string to bytes Parameters ---------- - content (str): The string to convert Raises ------ ValueError: the string is not valid Returns ------- - bytes: the converted string in bytes """ if isinsta...
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import uuid def random_name(length=4, prefix=''): """Generate a random string. Parameters ---------- length : int, optional prefix : str, optional """ return prefix + str(uuid.uuid4().hex[0:length])
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def get_input(question: str) -> int: """Get input (int) from user returns int""" while True: try: value = int(input(question)) if value < 0: print("Input must be a positive integer, try again: \n") continue break except...
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def get_pausers(df): """ Filters the DataFrame for paused (begun but did not finish) replies. :param df: :return: """ return df[df['dispcode'] == 22]
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def non_binary_search(data, item): """Return the position of query if in data.""" for index, val in enumerate(data): if val == item: return index return None
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def count_noun(number, noun, plural=None, pad_number=False, pad_noun=False): """ EXAMPLES:: sage: from sage.doctest.util import count_noun sage: count_noun(1, "apple") '1 apple' sage: count_noun(1, "apple", pad_noun=True) '1 apple ' sage: count_noun(1, "apple", p...
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def get_dim_order(x, y, z): """ Returns a tuple with the order of dimensions. Tuple can be used with DIM_ROT. """ if x <= y and x <= z: if y <= z: return ('x', 'y', 'z') else: return ('x', 'z', 'y') elif y <= x and y <= z: if x <= z: ...
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from typing import List from typing import Dict def content_check(data: List[Dict[str, str]], check: str, json_file: str, msg: str) -> bool: """ Checks whether a dictionary contains a column specific to expected data and returns a corresponding boolean value. This avoids writing files of...
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def steps(execution_id, query_params, client): """Get execution steps for a certain execution.""" return client.get_execution_steps(execution_id, **query_params)
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def gen_labor_force_change(shortened_dv_list): """Create variables for the change in labor force for the current and previous months.""" labor_force_change = round((shortened_dv_list[5] - shortened_dv_list[4]) * 1000) prev_labor_force_change = round((shortened_dv_list[4] - shortened_dv_list[3]) * 1000)...
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import json def validate(resp): """Check health status response from application. Args: resp (string): Response will be converted to JSON and then analyzed. Returns: (bool): True if application healthy. """ print(resp) try: data = json.loads(resp) except: ...
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def get_index_size_in_kb(opensearch, index_name): """ Gets the size of an index in kilobytes Args: opensearch: opensearch client index_name: name of index to look up Returns: size of index in kilobytes """ return int( opensearch.indices.stats(index_name, metric='s...
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def report(dtgen, predicts, metrics, total_time, plus=""): """Calculate and organize metrics and predicts informations""" e_corpus = "\n".join([ f"Total test sentences: {dtgen.size['test']}", f"{plus}", f"Total time: {total_time}", f"Time per item: {total_time /...
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def getbox(face): """Convert width and height in face to a point in a rectangle""" rect = face.face_rectangle left = rect.left top = rect.top right = left + rect.width bottom = top + rect.height return top, right, bottom, left
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def verify_tag_default(tag, hostpart, ffrom) -> bool: """ return True if callback should be fired (if possible) """ return tag.verification_state == "verified"
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def exponential(start_at): """Return and exponentially increasing value :param float start_at: Initial delay in seconds :rtype func: """ def func(count): count -= 1 return start_at * (2**count) return func
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def guess_file_extension(url): """ Used by the image mirroring service """ url = url.lower() if '.jpg' in url or '.jpeg' in url: return '.jpg' elif '.gif' in url: return '.gif' elif '.png' in url: return '.png' elif '.svg' in url: return '.svg' else: r...
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def use_node_def_or_num(given_value, default_func): """Transform a value of type (None, int, float, Callable) to a node annotation function.""" # Default: use pre-defined function from this module if given_value is None: func = default_func # Transform: value to function that returns the value ...
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def find_root(ds): """ Helper function to find the root of a netcdf or h5netcdf dataset. """ while ds.parent is not None: ds = ds.parent return ds
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def get_learnable_params(model): """to get the list of learnable params Arguments: model {model} -- loaded model Returns: list -- learnable params """ # list down the names of learnable params details = [] for name, param in model.named_parameters(): if par...
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from typing import List def make_parallel_commands( commands: str, repeats: int, parallel: int ) -> List[List[str]]: """ Build list of lists, where the inner list contains a group of commands to be executed in a sequence""" command_list = commands.split("|") command_list = [comm.strip() for comm...
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import codecs def readfile(filepath): """ 该函数负责读取文章并生成由文章中每个字符构成的列表 :param filepath: txt文件路径 :return: 返回传入文本文件中文章每个字构成的列表 """ sentence=[] for line in codecs.open(filepath, 'r', 'utf8'): for i in range(len(line)): sentence.append(line[i]) return sentence # with o...
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import socket def find_hostname(): """ Find the current hostname to show the pod in use. :return str: host name of the underlying vm """ return socket.gethostname()
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import base64 import random def get_payload(byte_size): """Returns a base64 encoded random payload of (roughly) byte_size length Args: byte_size: The number of bytes to return after base64 encoding """ size_before_b64 = (byte_size / 4) * 3 return base64.b64encode(bytearray(random.getrandb...
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def prime_sieve(n): """ Return a list of all primes smaller than or equal to n. This algorithm uses a straightforward implementation of the Sieve of Eratosthenes. For more information, see https://en.wikipedia.org/wiki/Sieve_of_Eratosthenes Algorithmic details ------------------- ...
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def _create_into_array_list(phrase): """Create load or store into array instructions For example, with the phrase 'astore': [ 'iastore', 'fastore', ... 'aastore' ] """ # noinspection SpellCheckingInspection return [letter + phrase for letter in 'lfdibcsa']
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def gas_estimation_error_message(tx_error: Exception) -> str: """ Use this method in ``ProviderAPI`` implementations when error handling transaction errors. This is to have a consistent experience across providers. """ return ( f"Gas estimation failed: '{tx_error}'. This transaction will lik...
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def removekeys(toc, chapnum): """Return new dictionary with all keys that don't start with chapnum""" newtoc = {} l = len(chapnum) for key, value in toc.items(): if key[:l] != chapnum: newtoc[key] = value return newtoc
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import random def add_noise(chromosome, sigma): """ This is a function that will add some noise to the chromosome. """ new_x = chromosome[0] + (random.random() - 0.5) * sigma new_y = chromosome[1] + (random.random() - 0.5) * sigma return new_x, new_y
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import requests import json def find_address_from_GPS(GPS): """ 使用Geocoding API把经纬度坐标转换为结构化地址。 :param GPS: :return: """ secret_key = 'P8MDgmP4bfytEkj8pyZgV5QT' if not GPS['GPS_information']: return '该照片无GPS信息' lat, lng = GPS['GPS_information']['GPSLatitude'], GPS['GPS_informati...
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def readFile(path: str, year: str) -> list: """ Returns list of all strings with [year]. """ with open(path, encoding='latin1') as locations: locs = [] found_locs = set() for i, line in enumerate(locations): if ('('+year+')') in line and line.split('\t')[0] not in fou...
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import re def retokenize(s, split_on=r'''([/-])'''): """ Apply secondary tokenization rule, e.g., split on hyphens or forward slashes. """ words, offsets = [], [] #for w, i in zip(s.words, s.offsets): for w, i in zip(s.words, s.char_offsets): tokens = [t for t in re.split(split_on...
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import pandas def is_empty_value(val): """ check if a table value is missing, by value """ return pandas.isna(val)
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import builtins import gzip def open(filename, mode='r', compress=False, is_text=True, *args, **kwargs): """ Return a file handle to the given file. The only difference between this and the standard open command is that this function transparently opens zip files, if specified. If a gzipped file is ...
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