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def cm2inch(*tupl, scale=3): """ Convert cm to inch and scale it up. Parameters: *tupl: *tuple(floats) Measures in cm to convert and scale. scale: float Scale factor. Default: 3 """ inch = 2.54 if isinstance(tupl[0], tuple): return tuple(scale * i/inch for i ...
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def get_id_data_abstract_role_mappings(id_data): """Get the logical and physical names of the access control roles defined by a resource group. :param id_data: - Data extracted from a custom resource's physical id by get_data_from_custom_physical_resource_id :returns A dictionary mappi...
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def data_size_str(bytecount: int) -> str: """Given a size in bytes, returns a short human readable string. This should be 6 or fewer chars for most all sane file sizes. """ # pylint: disable=too-many-return-statements if bytecount <= 999: return f'{bytecount} B' kbytecount = bytecount /...
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from typing import List def decrypt_message(message: str, key: str) -> str: """Returns the result of XOR decrypting message with the given key.""" decrypted: List[str] = [] key_len = len(key) for i, byte in enumerate(message): decrypted_char = chr(ord(byte) ^ ord(key[i % key_len])) dec...
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def get_ending_minute_after_loop(minutes, minute, prev_minute): """Get number of minutes after loop end to reach wanted minutes.""" loop_length = minute - prev_minute minutes_left = minutes - minute full_loops = minutes_left // loop_length minutes_in_loop = loop_length * full_loops return prev_m...
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import re def ends_in_file(path: str) -> bool: """Return True when path ends with '.%ext' or '%fn' while allowing for a lowercase marker""" RE_ENDEXT = re.compile(r"\.%ext}?$", re.I) RE_ENDFN = re.compile(r"%fn}?$", re.I) return bool(RE_ENDEXT.search(path) or RE_ENDFN.search(path))
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import torch def truncate_or_pad(tensor, dim, length, pad_index=0): """ truncate or pad the tensor on a given dimension to the given length. :param tensor: :param dim: :param length: :param pad_index: """ orig_length = tensor.size()[dim] # truncate if orig_length > length: return tensor.inde...
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def normalizeName(name): """ Make normalized user name Prevent impersonating another user with names containing leading, trailing or multiple whitespace, or using invisible unicode characters. Prevent creating user page as sub page, because '/' is not allowed in user names. Prevent using ...
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def convert_to_int(byte_arr): """Converts an array of bytes into an array of integers""" result = [] for i in byte_arr: result.append(int.from_bytes(i, byteorder='big')) #introducem termenul liber result.insert(0, 1) # print(result) return result
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def insertion_sort(lst): """ Sorts list using insertion sort :param lst: list of unsorted elements :return comp: number of comparisons """ comp = 0 for i in range(1, len(lst)): key = lst[i] j = i - 1 cur_comp = 0 while j >= 0 and key < lst[j]: lst[...
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import requests import traceback def geocoding_address( lon, lat): """ 逆地理编码服务 refer: http://lbsyun.baidu.com/index.php?title=webapi/guide/webservice-geocoding http://api.map.baidu.com/geocoder/v2/?location=39.983424,116.322987&output=json&pois=1&ak=XDFk8RGryIrg3Hd7cr2101Yx http://api.map.bai...
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def standardize_text(df, col_name, replace=True): """Standardize text column in DataFrame The standardization is done this way: Splittling string into lower caser words and removing trailing 's' replace -- set to False if it's desired to return new DataFrame instead of editing it. "...
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def error_rate(error_count, total): """ Calculate the error rate, given the error count and the total number of words. Args: error_count (int): Number of errors. total (int): Total number of words (of the same type). Returns: tuple (int, int, float): The error count, the to...
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def _runCrossValidate(fitter): """ Top level function that runs crossvalidation for a fitter. Used in parallel processing. Parameters ---------- AbstractFitter Returns ------- lmfit.Parameters, score """ fitter.fit() score = fitter.score() return fitter.parameters, ...
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def markdown_format(input_data) -> str: """ Format input into nice markdown accordingly Dict -> formatted list of key/value pairs Everything Else -> Str Args: input_data (mixed): Returns: str: """ if isinstance(input_data, dict): return "\n".join(["*{}*: {}".f...
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import pytz def dt_to_ms(dt): """Converts a datetime to a POSIX timestamp in milliseconds""" if dt.tzinfo is None: dt = dt.replace(tzinfo=pytz.UTC) return int(dt.timestamp() * 1000)
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def strip_data(df): """Remove unused columns from the data.""" names = [' dwpf', ' relh', ' drct', ' sknt', ' p01i', ' alti', ' mslp', ' vsby', ' gust', ' skyc1', ' skyc2', ' skyc3', ' skyc4', ' skyl1', ' skyl2', ' skyl3', ' skyl4', ' presentwx', ' metar'] for colname ...
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import re def extract_page_body(content): """ Given raw HTML content from an HTTP response, extract the main div only. <html> <head>...</head> <body> <nav>...</nav> <div class="container-fluid wrapper"> <!-- BEGIN --> ... </div> <!-- END --> <footer c...
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def get_url(year_of_study, session): """ :param year_of_study: 1, 2, 3 or 4. :param session: Examples: 20199 is fall 2019. 20195 is summer 2019. :return: """ return "https://student.utm.utoronto.ca/timetable/timetable?yos={0}&subjectarea=&session={1}&courseCode=&sname=&delivery=&courseTitle="....
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import click def _validate_project_name(ctx, argument, value): """ 验证输入的项目名称是否正确 """ if not value or ' ' in value: raise click.BadParameter(u"项目名称中不能含有空格") return value
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def django_user_conversion(obj): """ Convert a Django user either by returning USERNAME_FIELD or convert it to str. """ if hasattr(obj, "USERNAME_FIELD"): return getattr(obj, getattr(obj, "USERNAME_FIELD"), None) else: return str(obj)
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import logging def __datatype_counter(times, series, max_value): """ generic counter datatype with parameterized max_value, could be either 2^32, 2^64 or something completely different do not use directly, use counter32, counter64 instead first value will always be 0.0 valid range of values :...
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def add_suffix(fname, suffix): """Adds a suffix to a file name.""" name, extension = fname.split(".") return name + "_" + suffix + "." + extension
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def gen_subsets(items): """ returns: all subsets """ subsets = [] n = len(items) # 1 << n is equal to pow(2, n) for i in range(1 << n): subset = [] # i >> j is equal to i // pow(2, j) # A & 1 is equal to A % 2 for j in range(n): if (i...
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def smplFromParas(smpl, offsets, pose, betas, trans): """set the smpl model with the given parameters.""" smpl.v_personal[:] = offsets smpl.pose[:] = pose smpl.betas[:] = betas smpl.trans[:] = trans return smpl
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def pos_pow(z,k): """z^k if k is positive, else 0.0""" if k>=0: return z**k else: return 0.0
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def getNPoly(object): """ Return the number polygons in the object """ return len(object[1])
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def validate(self=None, raise_exception=True): """Mock validation api call.""" return False
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def normalized(spectrum): """Test if passed spectrum is truly normalized.""" for i in range(spectrum.shape[0]): if spectrum[i] < 0.0 or spectrum[i] > 1.0: return False return True
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def alreadyFoundURL(results, url): """ Checks whether a url String has already been found before, to prevent duplicates. Returns: Boolean -- True, if the specified URL has already been found, False, if not. """ for result in results: if url in result[1]: return True ...
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def sort_user_links(links): """Sorts the user's social/contact links. Args: links (list): User's links. Returns: Sorted list of links. """ return sorted(map(tuple, links), key=lambda kv: kv[0].lower())
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def deep_round(A, ndigits=5): """ Rounds numbers in a list of lists. Useful for approximate equality testing. """ return [[round(val, ndigits) for val in sublst] for sublst in A]
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def _dl_to_dict(dl): """ """ d = {} for dt in dl.select("dt"): key = dt.text.strip() # Assumption that the value is the next sibling # this is not always a dd tag (sometimes li tag for example) value = dt.find_next_sibling().text.strip() d[key] = value return ...
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import re def trim_before_punctuation(input_lines): """ カンマ,セミコロンの直前の空白を取り除く Args: input_lines(list): 入力ファイル Returns: list: 句読点直前の空白が取り除かれた文字列 """ output_lines = [] for line in input_lines: new_line = re.sub(r'\s+(?=[,;])', '', line) output_lines.append(new_...
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import bisect def harm_to_sum(fwhm): """ harm_to_sum(fwhm): For an MVMD profile returns the optimal number of harmonics to sum incoherently """ fwhms = [0.0108, 0.0110, 0.0113, 0.0117, 0.0119, 0.0124, 0.0127, 0.0132, 0.0134, 0.0140, 0.0145, 0.0151, 0.0154, 0.0160, 0.01...
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def nodestrength(mtx, mean=False): """ Compute the node strength of a graph. Parameters ---------- mtx : numpy.ndarray A matrix depicting a graph. mean : bool, optional If True, return the average node strength along the last axis of mtx. Returns ------- numpy.ndarr...
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def output_asc_file(asc_fname, Bx, By, Bz, Ex, Ey): """Units? Important: Bx, By, Bz, Ex, and Ey must be integer valued. The internal data structure to store this information in emtf is an integer array. """ with open(asc_fname, 'w') as fid: for vals in zip(Bx, By, Bz, Ex, Ey): ...
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def file_urls_mutation(dataset_id, snapshot_tag, file_urls): """ Return the OpenNeuro mutation to update the file urls of a snapshot filetree """ file_update = { 'datasetId': dataset_id, 'tag': snapshot_tag, 'files': file_urls } return { 'query': 'mutation ($files...
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import os def get_num_data_items(dataset_directory): """Returns the number of identified data items inside the given directory. A data item is defined as a file that has the 'bin' extension.""" num_data_items = 0 for filename in os.listdir(os.path.join(dataset_directory, "non-shellcode")): nam...
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def get_marginal_topic_distrib(doc_topic_distrib, doc_lengths): """ Return marginal topic distribution p(T) (topic proportions) given the document-topic distribution (theta) `doc_topic_distrib` and the document lengths `doc_lengths`. The latter can be calculated with `get_doc_lengths()`. """ unnorm ...
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def templates(): """ HTML templates are text files that provide a mixture of plain HTML and markup with custom 'tags'. A run-time library is used to process the tags, inserting/generating replacement text. Python web frameworks like Django rely heavily on templates, and Flask has made jinja2 popular. There are,...
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from typing import OrderedDict def replicate(d: OrderedDict): """ convert a dict with (element, count) into a list with each element replicated count many times """ l = [] for element, count in d.items(): l.extend([element]*count) return l
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import os import sys def directory(): """ Returns the directory of the Resources folder. """ return os.path.join(os.path.dirname(sys.argv[0]), "Resources")
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def get_count_limited_class(classes, class_name, min=1, max=1): """ Find a class in an iterator over classes, and constrain its count Args: classes (:obj:`iterator`): an iterator over some classes class_name (:obj:`str`): the desired class' name min (:obj:`int`): the fewest instances of...
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def compute_total_impulse(spin_rate, roll_inertia, radial_distance): """Computes total impulse required to spin rocket at desired rate. `PEP 484`_ type annotations are supported. If attribute, parameter, and return types are annotated according to `PEP 484`_, they do not need to be included in the docs...
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import requests def post_splunk(url, token, payload): """ Send a post request to Splunk API """ headers = {'Authorization': 'Splunk {}'.format(token)} res = requests.post(url=url, headers=headers, data=payload, verify=False) res.raise_for_status() return res.json()
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def basis_size(request) -> int: """Number of basis vectors.""" return request.param
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import math def nu_e(n_n, n_e, T_e): """approximate calculation of electron collision frequency from Kelly 89 Parameters ---------- n_n : (float) neutral density cm-3 n_e : (float) electron density cm-3 T_e : (float) electron temperature K """ nu_e_n = 5.4 * 10...
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import math def line(p0, p1): """ Create line between two points based on Bresenham algorithm """ steep = False x0 = p0[0] y0 = p0[1] x1 = p1[0] y1 = p1[1] if math.fabs(x0 - x1) < math.fabs(y0 - y1): x0, y0 = y0, x0 x1, y1 = y1, x1 steep = True if x0 ...
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def str2array(input_str): """ Convert string to array :param input: str action in string format :return: float np.array action """ action = input_str.split("[") action = action[1].split("]") action = action[0].split(" ") action_final = [] for el in action: if not ...
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from typing import Any def get_db_table(model_class: Any) -> str: """E.g. (RealmDomain -> 'zerver_realmdomain')""" return model_class._meta.db_table
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def indent(data: str, spaces: int = 4) -> str: """ indents a code block a set amount of spaces note: is ~1.5x faster than textwrap.indent(data, " " * spaces) (from my testing) """ indent_block = " " * spaces return "\n".join((indent_block + line if line else line) for line in data.splitlines...
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import functools def synchronized(fn): """Runs the wrapped method under a lock. The self parameter to the wrapped function is expected to have a __heap_lock attribute. """ @functools.wraps(fn) def wrapper(self, *args, **kwargs): with self._heap_lock: return fn(self, *args, **kwargs) return wra...
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def default_hyperparams(input_dim=0): """ Default parameter dictionary for the experiment. Parameters ---------- input_dim: int, optional Returns ------- hyperparams: dict """ hyperparams = { "nvis": input_dim, "nhid": 100, "dataset_name": "smri", ...
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def ltd(balance_df): """Checks if the current LTD (Long Term Debt) was reduced since previous year Explanation of LTD: https://www.investopedia.com/terms/l/longtermdebt.asp balance_df = Balance Sheet of the specified company """ lt_debt_curr = balance_df.iloc[balance_df.index.get_loc("Long Term...
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def quick_sort(arr): """Sort array of numbers with quicksort.""" if len(arr) == 1: return arr if len(arr) > 1: pivot = arr[0] left = 1 right = len(arr) - 1 while left <= right: if arr[left] > pivot and arr[right] < pivot: arr[left], arr[ri...
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def _include_exclude_list(include, exclude): """ create the list of queries that would be checked for include or exclude """ keys = [] if include: for item in include: keys.append((item, 'included')) if exclude: for item in exclude: keys.append((item, 'exc...
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def fetch_specie(specie_url, fetcher): """ Get Data of a specie. """ return fetcher(specie_url)
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import pickle def load_pik(pikFile): """Convenience function for simple loading of pickle files """ with open(pikFile, 'rb') as fid: d = pickle.load(fid) return d
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def classImplements(c, ms): """ c is a class, and ms is a set of method names. Returns True if c implements all the methods in c. Complains otherwise, and returns False """ result = True for n in ms: m = getattr(c, n, False) if not (m and callable(m)): print(c...
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def datetime_to_grass_datetime_string(dt): """Convert a python datetime object into a GRASS datetime string .. code-block:: python >>> import grass.temporal as tgis >>> import dateutil.parser as parser >>> dt = parser.parse("2011-01-01 10:00:00 +01:30") >>> tgis.datetime_to_gra...
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import os import argparse import json def argparse_file_json(file_path): """ Validates whether a file contains JSON parsable by Python. Raises argparse.ArgumentTypeError if not. """ if not os.path.isfile(file_path): raise argparse.ArgumentTypeError('Provided configuration file does not exist') tr...
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def flip_index(i, n): """Reorder qubit indices from largest to smallest. >>> from sympy.physics.quantum.qasm import flip_index >>> flip_index(0, 2) 1 >>> flip_index(1, 2) 0 """ return n-i-1
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import io import csv def Csv(header, rows): """CSV query output.""" stringio = io.StringIO() writer = csv.writer(stringio) writer.writerow(header) for row in rows: writer.writerow(row) return stringio.getvalue()
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import os def get_job_id(short=True): """ Return PBS job id """ jobid = os.environ.get('PBS_JOBID', '') if short: # Strip off '.rman2' jobid = jobid.split('.')[0] return(jobid)
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def first_half(dayinput): """ first half solver: """ half = len(dayinput) // 2 end = len(dayinput) dayinput = dayinput * 2 i = 0 total = 0 while i < end: next_i = i + half if dayinput[i] == dayinput[next_i]: total += int(dayinput[i]) i += 1 ret...
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def _splitquery(url): """splitquery('/path?query') --> '/path', 'query'.""" path, delim, query = url.rpartition('?') if delim: return path, query return url, None
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def block_compute(x_start, x_stop, y_start, y_stop, z_start, z_stop, origin=(0, 0, 0), block_size=(512, 512, 16)): """ Get bounding box coordinates (in 3D) of small cutouts to request in order to reconstitute a larger cutout. Argum...
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def expected_dt_m_nrp_values(): """Values for m_nrp.""" return {"M_nrp_post_top3": 86.777, "M_nrp_post_top1": 76.446}
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def sub_string(string, sub): """Функция проверяет, следуют ли буквы в нужном порядке в слове""" index = 0 for c in sub: try: index += string[index:].index(c)+1 except ValueError: return False else: return True
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from typing import List def position_util(cmd_line: List[str], word_position: int, word_before_cursor: str) -> bool: """ Util method for autocompletion conditions. Makes autocomplete work well. :param cmd_line: the list of command line words :param word_position: the position of the word we are attem...
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import torch def calculate_reward(target, prediction): """ Calculating a reward for a prediction. :param target: True graph label. :param prediction: Predicted graph label. """ reward = (target == torch.argmax(prediction)) reward = 2*(reward.float()-0.5) return reward
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def get_fmriprep_outlier_volumes_from_confounds(confounds_df): """extract which volume numbers are outliers from the fmriprep confounds df. Returns: bad_volumes: list eg [34, 35, 100, 150] """ # get the motion columns motion = confounds_df.filter(regex='motion') # find any rows w...
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def shortest(node): """ 求最大得分的路径 """ childs = node.get("childs") score = node.get('score', 0) key = node.get('key') if not childs: return score, [key] current_score, current_seq = -1, [] for child in childs: _score, _seq = shortest(child) if _score > current_sco...
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def _priority_connection(priority_route:dict, cost_matrix, mean_routes, std_routes, mean_weight, std_weigth, distance_weight) -> dict: """ Give us the priority connections dictionary for each route Parameters ----------- priority_route: dict The dictionary with the priority routes cost_matrix: dict of dicts ...
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def merge_dicts(*dicts): """Ordered merge of dicts, with right overriding left.""" d = {} for newdict in dicts: d.update(newdict) return d
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def parse_user_input(user_input, number): """Takes user input related to desired TopSpin directories to install to and parse the input.""" if user_input == "": # User pressed <Return>. Return list of all valid indices. return(list(range(number))) if user_input == '0': # User pre...
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import inspect def _get_custom_pkg_info(name, fn): """Retrieve information about the installed package from the install function. """ vals = dict((k, v) for k, v in inspect.getmembers(fn)) code = inspect.getsourcelines(fn) if vals["__name__"] == "decorator": fn = [x for x in fn.func_closur...
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def AlgoBackward(k, V, s, M): """ k(int): Le nombre de types de bocaux du systéme de capacité V(int[k]): La liste des volumes des bocaux du systéme de capacité s(int): La quantité de confiture M(int[k+1][s+1]): une liste contenant a chaque case i la liste de bocaux utilisés pour la ...
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import os def _locate(filename): """ Find the file relative to where the test is located. """ return os.path.join(os.path.dirname(__file__), filename)
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import jinja2 def fillHTMLTemplate(templateString, params): """Invokes the jinja2 methods to fill in the slots in the template.""" templateObject = jinja2.Template(templateString) htmlContent = templateObject.render(params) return htmlContent
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def check_above_or_below(considering_pt, remaining_pt_1, remaining_pt_2): """ This function is used to check if the considering point is above or below the line connecting two remaining points.\n 1: above\n -1: below """ orthogonal_vector = remaining_pt_2 - remaining_pt_1 line_connecting...
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import torch def y_to_pi(y, K=-1): """ Turns a vector of class labels y into a one-hot encoding class membership matrix Pi. Note: Assuming classes are indices {0, 1, ..., K - 1}. If K is not provided, picks K = max(y) + 1. Args: y: The vector of class labels. K: The number of clas...
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def remove_carriage_ret(lst): """ Remove carriage return - \r from a list """ return list(map(lambda el: el.replace('\r',''), lst))
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def contains(r_zero, r_one): """ Takes two squares and determines if square one is contained within square zero Returns a boolean """ w_zero = r_zero.width + r_zero.x h_zero = r_zero.height + r_zero.y w_one = r_one.width + r_one.x h_one = r_one.height + r_one.y return ( ...
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import uuid def make_uuid() -> str: """make uuid4 Returns: str: uuid4 """ return "tmp_" + str(uuid.uuid4())
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def config_dict(): """Sample config dict.""" d = { "title": "TOML Example", "owner": { "name": "Tom Preston-Werner", "dob": "1979-05-27", }, "database": { "server": "192.168.1.1", "ports": [8001, 8001, 8002], "connectio...
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from typing import Dict from typing import Any def _count_populations_in_params(params: Dict[str, Any], prefix: str) -> int: """ Counts the number of electron or ion populations in a ``params`` `dict`. The number of populations is determined by counting the number of items in the ``params`` `dict` wi...
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import pandas def add_sum_of_rows(df, breakdown_col, value_col, new_row_breakdown_val, breakdown_vals_to_sum=None): """Returns a new DataFrame by appending rows by summing the values of other rows. Automatically groups by all other columns, so this won't work if there are extrane...
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def sort_topological(sink): """Returns a list of the sink node and all its ancestors in topologically sorted order.""" L = [] # Empty list that will contain the sorted nodes T = set() # Set of temporarily marked nodes P = set() # Set of permanently marked nodes def visit(node): if node in P...
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def gps_to_utc(gpssec): """ Convert GPS seconds to UTC seconds. Parameters ---------- gpssec: int Time in GPS seconds. Returns ------- Time in UTC seconds. Notes ----- The code is ported from Offline. Examples -------- >>> gps_to_utc(0) # Jan 6th, 1980 ...
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def get_assoc_scheme_parameter(assoc_scheme): """ assoc_scheme - 3B, 3C, etc. Output: param - Thermopack parameter """ if assoc_scheme.upper() == "NONE": param = "no_assoc" else: param = "assoc_scheme_{}".format(assoc_scheme) return param
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def match_1word(word, pwords): """Match probe words against word. Return: - hits1: set of letters that match - hits2: set of matched (letter, pos) tuples. - wlets: unique letters in the word - badlets: set of bad letters - badlets_p: list of bad letter sets by position """ hits1 = ...
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import requests from bs4 import BeautifulSoup def get_page_soup(url): """ Returns html of a given url Parameters: url (string): complete url Returns: html: pageSoup """ headers = {'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML,...
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import operator def manacher(s): """ complexity analysis: notice MX only from 0 to N, rightmost always move to right ascending. so O(N) """ # interleave with "#" for handle odd substring and even string two cases s = [i for j in zip("#" * len(s), s) for i in j] s = "".join(s) s += ...
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def scrub(string, exclude=[]): """ Avoid SQL injection attacks. Only return alphanumeric characters or the contents of exclude that are in the original string. """ # Common punctuation. exclude += [' ', '(', ')', '.', '?', '!', ':', '-', '@'] return ''.join([char for char in st...
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import torch def clip_boxes_to_image(boxes, size): """copy from torchvision.ops.boxes Clip boxes so that they lie inside an image of size `size`. Arguments: boxes (Tensor[N, 4]): (left, top, right, bottom) size (Tuple(H, W)): size of the image Returns: clipped_boxes (Tensor[...
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def extend_schema_field(field): """ Decorator for the "field" kind. Can be used with ``SerializerMethodField`` (annotate the actual method) or with custom ``serializers.Field`` implementations. If your custom serializer field base class is already the desired type, decoration is not necessary. To o...
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import time def tic(): """Records the time in highest resolution possible for timing code.""" return time.perf_counter()
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import numpy def overturning_streamfunction(v, dz, dx): """ calculate meriodional overturning streamfunction v: lattitudinal velocity, 3 dim array (lon, lat, z) dz: z layer height (possibly array) dx: longitudinal cell size (probably array for lattitude dependend) """ if len(v.shape)!=3: ...
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