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import optparse import os def process_options(): """Process options from the command line.""" prog_desc = 'Downgrade buildsteps in a directory of pickled builds.' usage = '%prog [options] [master name or filename]' parser = optparse.OptionParser(usage=(usage + '\n\n' + prog_desc)) parser.add_option('--list-...
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def pandas_mode_(self): """ Boolean attribute defining whether a model was trained with pandas data. """ return hasattr(self, 'feature_names_') or hasattr(self, 'target_names_')
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def get_rios_coefficient_fieldnames(): """ Returns a dictionary of the field names in the RIOS coefficient table """ rios_fields = {} rios_fields["landuse"] = "lucode" rios_fields["sedimentexport"] = "sed_exp" rios_fields["sedimentretention"] = "sed_ret" rios_fields["nitrateexport"] = "N...
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def get_var_names(component, intent='input'): """ Get a list of input or output variable names from *component* (a BMI-like object). Use the *intent* keyword to specify whether to return input or output variable names. *intent* must be one of *input* or *output*. """ assert(intent in ['input', '...
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import json def _make_defined_data(data, defined_keys): """Takes the incoming tweet data and pulls out all of the items which go into fields of the db and puts the rest into a json string under other_data """ # This will be the data that goes directly into the model defined_data = {} # Thi...
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import os def _convert_path_to_function(clipped_path): """ Parameters ---------- clipped_path : str api route with absolute path clipped Returns ------- fn : str -- function name """ components = [comp for comp in clipped_path.split(os.sep) if comp] return "_".join(com...
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def _merge_cipher(clist): """Flatten 'clist' [List<List<int>>] and return the corresponding string [bytes].""" cipher = [e for sublist in clist for e in sublist] return bytes(cipher)
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def ABCDFrequencyList_to_HFrequencyList(ABCD_frequency_list): """ Converts ABCD parameters into h-parameters. ABCD-parameters should be in the form [[f,A,B,C,D],...] Returns data in the form [[f,h11,h12,h21,h22],...] """ h_frequency_list=[] for row in ABCD_frequency_list[:]: [frequency,A...
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def trimCompressionSuffix(fileName): """ Trim .gz, .bz2, .tar.gz and .tar.bz2 """ try: if fileName[-3:] == ".gz": fileName = fileName[:-3] if fileName[-4:] == ".bz2": fileName = fileName[:-4] if fileName[-4:] == ".tar": fileName = fileName[:-4]...
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def rgb_int2pct(rgbArr): """ converts RGB 255 values to a 0 to 1 scale (255,255,255) --> (1,1,1) """ out = [] for rgb in rgbArr: out.append((rgb[0]/255.0, rgb[1]/255.0, rgb[2]/255.0)) return out
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def confidence_for_uniform_audit(n,u,b): """ Return the chance of seeing one of b bad precincts in a uniformly drawn sample of size u, from a set of size n. """ miss_prob = 1.0 for i in range(int(u)): miss_prob *= float(n-b-i)/(n-i) return 1.0 - miss_prob
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import operator def evaluate(paeseTree): """ 递归实现计算二叉树 :param paeseTree: :return: """ opers = {'+': operator.add, '-': operator.sub, '*': operator.mul, '/': operator.truediv } leftValue = paeseTree.getLeftNode() rightValue = paeseTree.getRightNode() if le...
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def get_token(request): """Get token from cookie or header.""" token = request.COOKIES.get('jwt-token') if token is None: token = request.META.get('HTTP_AUTHORIZATION') return token
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def tet_f(note, tuning=440): """Returns the frequency of a note given in scientific notation.""" # parse note as nth semitone from A0 letter = note[:-1] octave = int(note[-1]) note_names = ["C", "C#", "D", "D#", "E", "F", "F#", "G", "G#", "A", "A#", "B"] letter_index = note_n...
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def StripSuffix(s: str, suffix: str): """Strips the provided suffix from s, if present at its end.""" if s.endswith(suffix): return s[:-len(suffix)] return s
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def something(): """ >>> something() False """ return False
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from typing import Dict from typing import List def iterate_parent(ontology_label: str, ontology: Dict[str, List[str]], family_tree: List[str], mappings: Dict[str, Dict[str, str]]): """ Iterate ontology to find matched mapping. Parameters ---------- ontology_label label...
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def extract_red_channel(input_im, bayer_pattern='grbg'): """ Extract and return the red channel from a Bayer image. :param input_im: The input Bayer image. :param bayer_pattern: The Bayer pattern of the image, either 'rggb' or 'bggr'. :return: The extracted channel, of the same type as the image. ...
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def count_bits_set_kernighan(n: int) -> int: """ https://graphics.stanford.edu/~seander/bithacks.html#CountBitsSetKernighan >>> count_bits_set_kernighan(0b101010101) 5 >>> count_bits_set_kernighan(2 << 63) 1 >>> count_bits_set_kernighan((2 << 63) - 1) 64 """ c = 0 while n: ...
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import hashlib def generate_mutex_name(target_name, prefix=""): """ A mutex name must be a valid filesystem path, so, this generates a hash that can be used in case the original name would have conflicts. """ if not isinstance(target_name, bytes): target_name = target_name.encode("utf-8")...
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import os import subprocess def run_cmd(cmd, file_out, file_err): """ """ ensure_mkdir = lambda a: os.makedirs( os.path.abspath(os.path.join(a, os.pardir)), exist_ok=True ) ensure_mkdir(file_out) ensure_mkdir(file_err) with open(file_out, "w") as fout, open(file_err, "w") as ferr: ...
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import requests def http_get(domain: str, path: str): """ Fetch resource """ accepted_protocol = any( [domain.startswith("http://"), domain.startswith("https://")] ) if not accepted_protocol: raise ValueError("Domain protocol not recognized (eg http://)") print("Getting url %s%s" ...
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import operator def get_out_operands(instruction_form): """Returns a list indicating which operands are written by this instruction form""" return tuple(map(operator.attrgetter("is_output"), instruction_form.operands))
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def partition(arr, first, last): """.""" pivot_val = arr[first] leftmark = first + 1 rightmark = last done = False while not done: while leftmark <= rightmark and arr[leftmark] <= pivot_val: # print(f'first while: lm{leftmark}, rm{rightmark}, {arr[leftmark]}, {pivot_val}') ...
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import re def split_list(separator, mylist, n=0): """ returns a list of string without white space of separator :param separator: the string to remove """ list = [] for item in mylist: if re.search(separator,item)is not None: if n > 0: word = re.sp...
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import pickle def load_nodes(path): """ load nodes from storage file """ nodes = {} with open(path, 'rb') as file: nodes = pickle.load(file) for node in nodes.values(): # reset old properties node.online = False node.index = None node.clientcount = 0 ...
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def generate_places(): """ because all the places are on a positive x y axis, distance is calculable as (x1 - x) * (y1 - y) = euclidean distance where x and y is the child, and x1 and y1 is the place :return: """ places = {} places['park_b'] = [0.8,0.7] places['park_a'] = [0.6,1.0] p...
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def get_all_countries(cache): """Just gets all possible countries""" countries = set() for tile, attribs in cache.iteritems(): countries.update(attribs['countries']) countries = sorted(list(countries)) return countries
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from datetime import datetime import pytz def format_absolute_datetime(date_time: datetime) -> str: """Generate a human-readable absolute time string.""" now = datetime.now(tz=pytz.utc) format_str = "" if date_time.date() != now.date(): format_str += "%Y-%m-%d" time_part = date_time.t...
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def sum_elements(elems): """Sum numbers stored as sequence of two digits pairs.""" nums = [a * 100 + b for a, b in zip(elems, elems[1:])] if len(nums) == len(set(nums)): return sum(nums) return 0
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def insertion_sort(l): """ @param {list} l - the list to sort @return {tuple(list, number)} - Tuple(sorted list, number of iterations) """ sweeps = 0 for i in range(1, len(l)): sweeps += 1 current_val = l[i] j = i - 1 while (j >= 0) and (l[j] > current_val): ...
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import gzip def gzip_file(file, file_name): """ Gzip a file :param file file: :param str file_name: :return: the gzipped file :rtype: gzip file """ with gzip.open(file_name + '.gz', 'wb') as gzipped_file: gzipped_file.writelines(file) return gzipped_file
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import csv def computeCoverage(filename) : """Parses a jacoco.csv file and computes code coverage percentages. Returns: coverage, branchCoverage. The coverage is instruction coverage. Keyword arguments: filename - The name, including path, of the jacoco.csv """ missed_tested = 0 miss...
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import json def to_review_json(s): """ Converts the string to json :param s: A string :return: A json formatted string representation of the object """ b = {} if s: b.update({"reviewComment": s}) return json.dumps(b) else: return None
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def invertMove(move): """--> inverted move. (0 becomes1 and 1 becomes 0)""" if move == 0: return 1 else: return 0
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def get_my_profile(username): """Funkcija glede na vlogo vrača podatke za kartico osebe.""" return None
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from typing import Callable def identity(func: Callable) -> Callable: """ Helper function to be used when `settings.CHECK_CSRF` is `False`; in this case the dispatch decorators should operate just as normally and therefore we return the function (or method) itself as if nothing really changed. Ar...
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def INSPUR_HTTP_CONTENT_CHECK(content): """判断浪潮的登录响应报文""" if content.find("SESSIN_COOKIE") >= 0 and content.find("Failure_Login_IPMI_Then_LDAP_then_Active_Directory_Radius") < 0: return 0 else: return -1
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def _build_index_vcf_command_str(bgzipped_vcf): """Generate command string to index vcf file.""" command = " ".join([ 'tabix -p vcf', bgzipped_vcf ]) return command
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def is_from(category, symbol): """Checks if the symbol is from the category given. Args: category (dict): The dictionary of the category to check. symbol (str): The symbol or word given to analyze. Returns: bool: Whether the symbol is part of the category given. """ tr...
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def format_list_of_seq(list_of_seq): """ :param list_of_seq: :return: removes \n and converts to uppercase """ for i, seq in enumerate(list_of_seq): list_of_seq[i] = seq.strip().upper() return list_of_seq
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import re def check_money(msg): """ checkMoney :param msg: :return: """ return re.search(r'经济', msg) or re.search(r'钱', msg) or re.search(r'利润', msg)
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import os def _get_size(filename): """Return the file size in bytes""" return os.path.getsize(filename)
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def varassign(v,X,E,rho, argument): """! Assigns input to specified gate set variables Parameters ------- v : numpy array New set of variables X : numpy array Current gate estimate E : numpy array Current POVM estimate rho : numpy array Current initial ...
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def newman_conway(num): """ Returns a list of the Newman Conway numbers for the given value. Time Complexity: ? Space Complexity: ? """ if num == 0: raise ValueError arr = [0,1,1] for i in range(3,num + 1): r = arr[arr[i-1]]+arr[i-arr[i-1]] arr.append(r) ...
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def P_to_a(P, Mstar): """ Convenience function to convert periods to semimajor axis from Kepler's Law Parameters ---------- P : array-like orbital periods [days] Mstar : float stellar mass [solar masses] Returns ------- a : array-like semi-major ...
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def html_spam_guard(addr, entities_only=False): """Return a spam-protected version of email ADDR that renders the same in HTML as the original address. If ENTITIES_ONLY, use a less thorough mangling scheme involving entities only, avoiding the use of tags.""" if entities_only: def mangle(x): return...
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def person_image_file(person): """Finds primary person image file name. Scans INDI's OBJE records and finds "best" FILE record from those. Parameters ---------- person : `ged4py.model.Individual` INDI record representation. Returns ------- file_name : `str` or ``None`` ...
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from typing import Union import torch def torch_advantage_estimate( signal, non_terminal, value_estimate, *, discount_factor: float = 0.95, tau: float = 0.97, device: Union[str, torch.device] = "cpu", normalise: bool = True, divide_by_zero_safety: float = 1e-10, ): """ Computes...
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def update_sheet(service, sheet_id, range_string, body): """Fires a spreadsheet update request through the Google API client.""" return service.spreadsheets().values().update(spreadsheetId=sheet_id, range=range_string, ...
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import pandas def combine_wq(wq, external, external_site_col): """ Combines CVC water quality dataframes with the `tidy` attributes of a `bmpdb` or `nsqd` object. wq : pandas.DataFrame A dataframe of CVC water quality data external : nsqd or bmpdb object external_site_col : str ...
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def entity(reference): """Return a numeric (&#reference;) or symbolic: (&reference;) entity, depending on the reference's type """ try: return '&#{0:d};'.format(reference) except ValueError: return '&{0};'.format(reference) #
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import torch def aggregate(d_p, crit_buf, func, kappa=1.0): """ Reusable aggregation function to join current iteration gradient and critical gradients :param d_p: Current-iteration gradient :param crit_buf: Buffer of Critical Gradients :param func: String name of aggregation. Should be "sum"...
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import time def retry(function, exception, max_attempts=5, interval_seconds=5): """ Retry function up to max_attempts if exception is caught """ for attempt in range(max_attempts): try: return function() except exception as e: assert attempt < (max_attempts - 1)...
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def obstacle_generator(obstacle_map): """ Generates a grid map with obstacles for testing Args: obstacle_map: Numpy array of zeros of shape atleast 100x100x100 Returns: Numpy array with obstacles marked as 1 """ for i in range(20, 41): for j in range(20, 41): ...
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import pandas def getDataFrame(arr): """ Convenience method to print out wide 2D matrix using pandas :param arr: 2D array """ pandas.set_option('display.width', 500) pd = pandas.DataFrame(arr) return pd
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def remove_added_loadgen(net_t, loadorgen): """ Removes load or sgen namned Cap test INPUT net_t (PP net) - Pandapower net loadorgen (str) - 'sgen' or 'load' for generation or load for additional capacity connected OUTPUT net_t (PP net) - Updated Pandapower net """ if l...
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def Echovaluate(operation): """ Evaluate an expression """ return eval(operation)
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def get_b(pvalue,siglevel): """Bonferroni correction""" pvalue = sorted(pvalue, key = lambda x: x[-1]) #y=0 pp=1.0 for i in pvalue: p=float(i[-1])*len(pvalue) if p<=siglevel: i.append(p) i.append('yes') if p<pp: pp=p else: i.append(p) i.append('no') return pvalue
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from typing import Optional def _term_converter(term: Optional[int]) -> Optional[int]: """ Converter function for ``term`` in :class:`~.BaseProduct``. :param term: The number of months that a product lasts for if it is fixed length. """ if term is None: return None else: return int(term)
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def millerORweber(ITN): """ Determine which kind of coordinates to use """ if ITN > 194 or ITN < 143: return "m" #"rest" return "w" #"hP, hR"
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def generate_block_data(data, index, blocktype): """Generates the largest block possible starting at index in data. returns (output, new_index) where output is the generated block and new_index points to where the next block in data would be extracted""" output = bytearray() output += b'\x3c' ou...
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def sort_tasks(tasks): """sort task with task_priority each task contain type & priority sort task with task_priority Args: tasks (List[function]): task contain type & priority Returns: List[function]: sorted tasks """ return sorted(tasks, key=lambda task: task._task_prior...
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import json def to_json_fragment(Entries, stripdepth=1): """Return a json fragment representing the provided objects""" return json.dumps(Entries, indent=4)[stripdepth:][:-stripdepth]
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from warnings import warn def pc2in(picas): """ Converts picas to inches Parameters ---------- picas : int or float dimension in picas Returns ------- inches : float dimensions in inches """ if picas not in [19, 27, 33, 39, 68]: warn("Not a standard AM...
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def validate_reading(data): """Some sensors read "Disabled".""" return data != 'Disabled'
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def support_count(itemset, transactions): """ Count support count for itemset :param itemset: items to measure support count for :param transactions: list of sets (all transactions) >>> simple_transactions = ['ABC', 'BC', 'BD', 'D'] >>> [support_count(item, simple_transactions) for item in 'AB...
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from typing import Counter def total_useful_clusters(model): """A useful cluster here is defined as being a cluster with > 1 member.""" clusters = Counter(model.labels_) useful_clusters = 0 for cluster_num, total_members in clusters.items(): if total_members > 1: useful_clusters +...
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def hours(time_str): """ Get hours from time. time_str: str (hh:mm:ss) """ h, m, s = [int(x) for x in time_str.split(':')] return(h + m/60.0 + s/3600.0)
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def update_params(paramDict, keys, indices, values): """paramDict: gets modified and returned. keys: indicate which items in paramDict to be modified. indices: parallel to keys; indicate which element in paramDict[key] to be modified. values: parallel to above; indicate new value to substitute.""" assert len(keys)...
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from typing import Mapping from typing import Dict from typing import List def convert_mime_db(mime_db: Mapping) -> Dict[str, List[str]]: """Convert mime-db value 'extensions' to become a key and origin mimetype key to dict value as item of list. """ converted_db: Dict[str, List[str]] = {} for mim...
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def get_vector(tensor): """ - input: torch.tensor(n_time_steps, n_samples, n_features) - output: np.ndarray(n_time_steps * n_samples, n_features) where: output[0:n_samples, :] = input[0, 0:n_samples, :], output[n_samples:2*n_samples,:] = input[1, 0:n_samples, :], ...""" n_features = ten...
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import redis # lazy import so that redis need not be available import sys import subprocess import os import time def redis_connect(host="localhost", port=6379, maxmemory=4.0, **kwargs): """ Open a redis connection. If host is localhost, then try starting the redis server. If redis is unavailable, ...
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import re def get_nom_val(atrv): """Given a string containing a nominal type, returns a tuple of the possible values. A nominal type is defined as something framed between braces ({}). Parameters ---------- atrv : str Nominal type definition Returns ------- poss_vals : tu...
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def to_array(an_object): """convert a reader iterator to an array""" array = [] for row in an_object: array.append(row) return array
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import re import string from collections import Counter def count_words(phrase): """ Returns a dict with count of each word in a phrase keys are the words and values the count of occurrence. """ phrase = phrase.lower() tokens = re.findall(r'[0-9a-zA-Z\']+', phrase) tokens = [word.strip(str...
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def IsTrivialAttrSpec(attr): """Determines whether a given attr only has its name field set. Args: attr: an AttrSpec instance. Returns: true iff the only field that is set is the name field. """ return (attr.DESCRIPTOR.full_name == 'amp.validator.AttrSpec' and attr.HasField('name') and len(...
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def _generate_mark_list(data_list): """Generate a mark list to filter a specific operation :param data_list: :return: """ mark_list = [] name_set = {'q3007', 'q2994', 'q3006', 'q2972', 'q3003', 'q2963', 'q2989', 'q2901', 'q2994', 'q3001'} for d in data_list: if d.name[:5] in name_se...
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import traceback def format_traceback_the_way_python_does(type, exc, tb): """ Returns a traceback that looks like the one python gives you in the shell, e.g. Traceback (most recent call last): File "<stdin>", line 2, in <module> NameError: name 'name' is not defined """ tb = ''.join(tra...
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def _get_xml_declaration(version='1.0', encoding='UTF-8'): """Gets XML declaration (for the specified version and encoding). :param version: XML version :param encoding: encoding :return: XML declaration :rtype: str """ return '<?xml version="' + version + '" encoding="' + encoding + '"?>'
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def get_study_collections(studies, irods_backend): """Return a list of all study collection names.""" return [irods_backend.get_path(s) for s in studies]
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def _set_stats(context, key): """ Users select stats to run from config field in manifest.json. All string options are handled by the "function_options" field. Other types (with input values) are handled by this method. Args: key (str): Statistic requested, which is not handled by the "func...
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def discrete(items): """Sweeps over discrete variable.""" return items
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import logging def get_logger(logger_name: str) -> logging.Logger: """Return the logger with the name specified by logger_name arg. Args: logger_name: The name of logger. Returns: Logger reformatted for this package. """ logger = logging.getLogger(logger_name) logger.propagat...
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import math def wien(x): """ Wien's displacement constant is defined by b = h * c / (k_B * x), where x is described by this nonlinear equation. """ return 5 * math.exp(-x) + x - 5
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def asfolder(folder): """ Add "/" at the end of the folder if not inserted :param folder: the folder name :type folder: str :return: file names with / at the end :rtype: str """ if folder[-1] != "/": return (folder + "/") else: return (folder)
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def tieBreak(sets, l, i, j, distM): """ Tie-breaking operation betwen two cometing sets for inclusion of new image Input: {sets, l, i, j, distM}: {sets = collection of all different sets (clusters) as a list, l = current images to be assigned clusters, i,j = index of clusters competing for the new i...
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import torch def split(value, num_or_size_splits, axis=0): """ Splits a tensor into sub tensors. Parameters ---------- value : tensor The Tensor to split. num_or_size_splits : list Either an integer indicating the number of splits along split_dim or a 1-D integer Tensor or ...
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def get_indicators(): """Get recommendations from db.""" return { "appearance": { "grammar": { "name": "Grammar", "values": { "0": {"label": "Poor"}, "1": {"label": "Decent"}, "2": {"label": "Proper"}...
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import requests def parse_configdb(configdb_address='http://configdb.lco.gtn/sites/'): """ Parse the contents of the configdb. Parameters ---------- configdb_address : str URL of the configdb, must be inside LCOGT VPN Returns ------- sites : list of dicts ...
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def fleur_local_code(create_or_fake_local_code, pytestconfig): """ Create or load Fleur code """ executable = 'fleur' # name of the KKRhost executable exec_rel_path = 'local_exe/' # location where it is found entrypoint = 'fleur.fleur' # entrypoint fleur_code = create_or_fake_local_code(e...
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def reverseStringv1(a_string): """assumes a_string is a string returns a string, the reverse of a_string""" return a_string[::-1]
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from functools import reduce def chain_maps(*args): """Similar to collections.ChainMap but returned map is a separate copy (ie. changes to original dicts don't change the dict returned from this function).""" def merge(d1, d2): d1.update(d2) return d1 return reduce(merge, reversed(arg...
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def test_function_arbitrary_arguments(): """Arbitrary Argument Lists""" # When a final formal parameter of the form **name is present, it receives a dictionary # containing all keyword arguments except for those corresponding to a formal parameter. # This may be combined with a formal parameter of the ...
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import numpy def k_max_index(array, k): """ Return index of max values, more eficient. Example: k_max_index2([2, 4, 5, 1, 8], 2)""" array = numpy.array(array) if len(array) < k: k = len(array) indexs = numpy.argpartition(array, -k)[-k:] return indexs[numpy.argsort(-array[indexs])].tolist()
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def tatextcleaner(string): """"Cleaner function, add desc""" temp = string if(True): # cleaned, removes iban, bic and uci if("IBAN" in string and "BIC" in string): temp = string[:string.index("IBAN")] temp += " || " if("UCI" in string): tem...
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import random def sample_with_replacement(population, k): """ Sample <k> items from iterable <population> with replacement """ n = len(population) pop = list(population) return [pop[int(n * random.random())] for _ in range(k)]
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def sin_series(x): """Returns sin(x) for x in range -pi/2 .. pi/2""" # https://en.wikipedia.org/wiki/Sine#Series_definition C=[1.,0.16666666666666666,0.05,0.023809523809523808,0.013888888888888888,0.00909090909090909,0.00641025641025641,0.004761904761904762,0.003676470588235294,0.0029239766081871343,0.00238...
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def NDVI(spectra): """Normalized Difference Vegetation Index""" ndvi = ((spectra.iloc[550,] - spectra.iloc[330,])/(spectra.iloc[550,] + spectra.iloc[330,])) return ndvi
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import argparse def cmdLineParse(): """ Command line parser """ parser = argparse.ArgumentParser(description=""" Stage and verify DEM for processing. """, formatter_class=argparse.ArgumentDefaultsHelpFormatter) parser.add_...
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