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import time def get_local_time_str(for_file_name=False) -> str: """Return current time str in the format %Y-%m-%d %H:%M:%S""" if not for_file_name: cur_time = time.strftime("%Y-%m-%d %H:%M:%S", time.localtime()) else: cur_time = time.strftime("%Y-%m-%d--%H-%M-%S", time.localtime()) ret...
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def get_diagnosis_info(result): """ Get additional info about login. :attr result: = authomatic.login(). """ res = None # check email possibility for Facebook if result.provider.name == "facebook": provider = result.provider perm_url = provider.user_info_url + "/...
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import json import os def configure_cluster(worker_hosts=None, task_index=-1): """Set multi-worker cluster spec in TF_CONFIG environment variable. Args: worker_hosts: comma-separated list of worker ip:port pairs. task_index: Returns: Number of workers in the cluster. """ tf_config = json.loads(o...
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def check_overlap(l1, r1, l2, r2): """ Check the overlap between two points """ # If one rectangle is on left side of other if r1.x < l2.x or l1.x > r2.x: return False # If one rectangle is above other if r1.y < l2.y or l1.y > r2.y: return False return True
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import importlib def load_module(module_name): """ Dynamically imports the specified module and returns it. :param str module_name: Name of the module to be imported as a string. """ return importlib.import_module(module_name)
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from numpy import zeros def CCD_scale(UC): """Returns 2D scale according to mean UC_psi for each CCD chip. Assumes 3840,3840 with 4x4 array of CCD chips. The result is normalized to scale[2,2], which corresponds to the CCD with the beamstop.""" scale = zeros((4,4)) for i in range(4): for j...
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def compare_close_2_ma_10(dailies): """ 比较当前的收盘价和MA10的关系 :param dailies: 日线列表,10个元素,最后一个是当前交易日 :return: 0 相等,1 大于, -1 小于, None 结果未知 """ current_daily = dailies[9] close_sum = 0 code = None for daily in dailies: # 10天当中,只要有一天停牌则返回False if 'is_trading' not in daily or d...
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def _scale_prof(step, rprof, rad=None): """Scale profile to take sphericity into account.""" rbot, rtop = step.rprofs.bounds if rbot == 0: # not spherical return rprof if rad is None: rad = step.rprofs.centers return rprof * (2 * rad / (rtop + rbot))**2
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import math def cell_vectors(cell): """ Calculate unit cell vectors for given cell dimensions -> [a, b, c, alpha, beta, gamma] """ a, b, c = cell[:3] alpha, beta, gamma = [math.radians(i) for i in cell[3:6]] x_v = [a, 0, 0] y_v = [b * math.cos(gamma), b * math.sin(gamma), 0] z_v = [0....
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def problem_profiling(problem_zz_interactions_graph): """ This method creates a program profile (zz gates/qubit). Args: ZZ interaction graph Returns: Dictionary (number of zz gates on each qubit) """ pp_dict = {} for node in problem_zz_interactions_graph.nodes(): try:...
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def item_empty_filter(d): """return a dict with only nonempty values""" pairs = [(k, v) for (k, v) in d.items() if v] return dict(pairs)
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def RMSDE(dataframe_period): """"Calculates root mean squared deviation errors for a wave period provided in dataframe_period NB, RMSE calculated for time periods of waves - not the same as in RMSDE_wave_check""" # inverting current dataframe = -dataframe_period # for mean wave, get RMSE, which we w...
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import numpy def getQuadraturePhysPointsAndWeights(mesh,femSpace,quadrature,verbose=0): """ for convenience, hide steps for generating quadrature points and weights, with Jacobians, on physical mesh based on points and weights on reference element returns points array that's nelem x nquadloc x 3 ...
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def delegate(attribute_name, method_names): """Passes the call to the attribute called attribute_name for every method listed in method_names. (See SortedListP.py for an example.) """ def decorator(cls): nonlocal attribute_name if attribute_name.startswith("__"): attribut...
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import torch def compute_basic_cos_loss(outputs, true_dir): """ Compute integrated loss function of spherical regression """ reg_dir = outputs['direction'] reg_dir = reg_dir.reshape(-1, reg_dir.shape[-1]) true_dir = true_dir.reshape(-1, true_dir.shape[-1]) if true_dir.shape[-1] == 2: ...
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def check_value(rules, value): """ >>> RULES = parse_input(EXAMPLE)[0] >>> check_value(RULES, 11) True >>> check_value(RULES, 12) True >>> check_value(RULES, 13) True >>> check_value(RULES, 55) False >>> check_value(RULES, 83) False """ return any((mi <= value <= ...
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from datetime import datetime def calculate_belowground_biomass(ds): """ 1. rename biomass to agb 2. calculate bgb from agb based on power law relationship published by Mokany et al (2006) Eq 1 "Critical analysis of root: Shoot ratios in terrestrial biomes" """ print(f'calculating belowground ...
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def unicode_double_escape(s: str) -> str: """Remove double escaped unicode characters in a string.""" return bytes(bytes(s, "ascii").decode("unicode-escape"), "ascii").decode( "unicode_escape" )
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def write_csv_file(dataframe, path): """ Write new file with provided dataframe path: the path to the new file dataframe: the data that need to be saved """ file_name = path+".csv" dataframe.to_csv(file_name, sep='\t', encoding='utf-8') print( "File {}.csv created".format(path)) ret...
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import pathlib import xxhash def _get_xxhash(file_path: pathlib.Path) -> str: """Compute the hash of the content of file_pathpath""" n = file_path.stat().st_size x = xxhash.xxh128() m = 2 ** 23 # read 8MB each time with file_path.open('rb') as f: if n < m * 128: # <= 1GB, check the whole ...
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def find_image_essex(client, image_name): """ Looks up the image of a given name in Glance. Returns the image metadata or None if no image is found. """ images = client.get_images(filters={'name': image_name}) if images: return images[0] else: return None
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def loadDataSet(): """ 创建Hole Foods数据集 """ return [[1,3,4],[2,3,5],[1,2,3,5],[2,5]]
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def parse_remote(path,loopback=False,login_flag=False): """parse remote connection string of the form ``[[user@]host:]path`` Args: path (str): remote connection string. loopback (bool, default=False): if True, ensure *host* is used. login_flag (bool, default=False): if True, prepend use...
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def one_api(testCase, core): """ Get the only API registered against a given MimicCore. :return: 2-tuple of ``region`` and ``service_id`` """ service_id = None api = None # Since there is only 1 API it can be assumed to be either an internal # or external API. if len(core._uuid_to_...
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def compose1(f, g): """Return the composition function which given x, computes f(g(x)). >>> add_one = lambda x: x + 1 # adds one to x >>> square = lambda x: x**2 >>> a1 = compose1(square, add_one) # (x + 1)^2 >>> a1(4) 25 >>> mul_three = lambda x: x * 3 # multiplies 3 to x ...
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import os def getRecipients(): """ Fetch email recipients from environment variable. """ emails = os.environ.get("EMAIL_RECIPIENTS", "jeremy.bowers@nytimes.com") emails = emails.split(" ") return emails
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def parsenumber(v, strict=False): """ Attempt to parse the value as a number, trying :func:`int`, :func:`long`, :func:`float` and :func:`complex` in that order. If all fail, return the value as-is. .. versionadded:: 0.4 .. versionchanged:: 0.7 Set ``strict=True`` to get an exception if...
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import io def lex_add_disambig(x): """ x: lexicon string path. """ lex_dct = {} with io.open(x, "r", encoding="utf8") as f: for line in f.readlines(): wd = line.strip().split()[0] phseq = " ".join(line.strip().split()[1:]) try: lex_d...
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def convert_to_eth(wei): """ Convert wei to eth :param wei: float, required :return: float """ eth = wei / 1000000000000000000 return eth
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from typing import List import os def get_hook_dirs() -> List[str]: """Return the current directory.""" return [os.path.dirname(__file__)]
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import os def depth(directory): """returns the integer depth of a directory or path relative to '/' """ directory = os.path.abspath(directory) level = 0 while True: directory, remainder = os.path.split(directory) level += 1 if not remainder: break return level
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import re def extract_one_sentence(nkjp_match, left_context_min_length=100): """ NKJP matches return the matched word itself, plus its context on both sides. This function attempts to take all three (left, match, right) and extract one sentence. Args: nkjp_match (lxml.etree._Element): on...
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def multiply(x, y): """ python3 expose.py multiply 2 1 > 2 """ return x * y
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def _get_properties(data_group, n_top_matches, map_size): """Return a dictionary of properties within an EMsoft h5ebsd file, with property names as the dictionary key and arrays as the values. Parameters ---------- data_group : h5py.Group HDF5 group with the property data sets. n_top_ma...
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def missing_layers(dm_layers, ds_layers): """Find missing datamodel-layers in datasets.""" layers = [i.lower() for i in ds_layers] layers = [i for i in dm_layers if i not in layers] return layers
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import requests def get_installation_token(installation_id, integration_jwt): """Create a GitHub token for an integration installation. Parameters ---------- installation_id : `int` Installation ID. This is available in the URL of the integration's **installation** ID. integration...
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import os def insert_suffix(filename, suffix=""): """Create a new filename including the suffix in the name Input ----- filename: str suffix: str """ # Create new name sfilename, extension = os.path.splitext(filename) return "{0}_{1}{2}".format(sfilename, suffix, extension)
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def get_data_files(dir_path): """ get all dot file with given path dir_path: Path """ fnames = list() # dir_path = Path(dir_path) if dir_path.exists(): # if list(dir_path.glob('.*')): # for item in list(dir_path.glob('.*')): # fnames.append(item.name[1:])...
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import re import os def parseSSHConfig(): """ parseSSHConfig() -> dict read $HOME/.ssh/config and /etc/ssh/ssh_config; return multidimensional dict host => directive => values For example, /etc/ssh/ssh_config with contents Host MyHost User root Port 22 would return: { "MyHost": {...
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def make_words(text): """ make a list of words from a large bunch of text Strips all the punctuation and other stuff from a large string, and returns a list of words """ replace_punc = [('-', ' '), (',', ''), (',', ''), ('.', ''), ...
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import codecs def load_dataset(dataset_file, relations): """ Loads a dataset file :param dataset_file: the file path :return: a list of dataset instances, (x, y, relation) """ with codecs.open(dataset_file, 'r', 'utf-8') as f_in: dataset = [tuple(line.strip().split('\t')) for line in f...
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def home(): """Home page Test whether the service is started :param pass :return: pass """ return 'server has running '
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import json def reverse_json(str_list): """ 反序列化 Args: str_list list(str) Returns: data list(obj) error list(tuple) """ data = [] error = [] for line in str_list: try: dic = json.loads(line) data.append(dic) except Excep...
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def createPolygonPolyline(type, coords): """Create WKT POLYGON or LINESTRING string. Args: type (str): ``POLYGON`` to create polygon, else will create ``LINESTRING``. coords (list): Two item list representing single point coordinate. Returns: str: WKT POLYGON or LINESTRING string. ...
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import requests def get_access_result(target_url="https://cn.bing.com/", search_word=None): """ Args: str:输入搜索字符串 Returns: res:requests返回的response对象 Raises: statuserror:爬取失败 """ args = { 'user-agent': 'Mozilla/5.0 (Windows NT 10.0; Win...
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def is_external(config): """ Checks if the configuration is for an external transport. :param dict config: configuration to check :return: True if external, False otherwise :rtype: bool """ return config.get("external") == "1"
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def apoz_scoring(activation): """ Calculate the Average Percentage of Zeros Score of the feature map activation layer output """ activation = (activation.abs() <= 0.005).float() if activation.dim() == 4: featuremap_apoz_mat = activation.mean(dim=(0, 2, 3)) elif activation.dim() == 2: ...
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def obj_frequencies(df): """Total number of occurrences of individual objects over all frames.""" return df.noraw.OId.value_counts()
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def argmap(dikt): """ Decprator that wraps function signatures. If we have a nixargs keyword argument, transform the arguments to the function. DIKT is a dictionary containing tuples of argparse style *args mapped to the keyword arg name to map to. We convert the args into keyword argument...
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import re def non_greedy_match(word): """ The period matches any character, so this regular expression matches any character between the underscores. To match as much text as possible, it will have to use the asterisk. :param word: :return: """ return re.findall("_.*_", word)
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import random def zip_code(): """Random ZIP code, either in `#####` or `#####-####` format.""" format = '#####' if random.random() >= 0.5: format = '#####-####' result = '' for item in format: if item == '#': result += str(random.randint(0, 9)) else: ...
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import re def check_file(file_contents: str) -> bool: """Check file for the snippet""" return bool(re.search(r"^if __name__ == \"__main__\":", file_contents, re.M))
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import random def get_computer_choice(): """ get_computer_choice() --> string 반환 반환값: "가위" | "바위" | "보" """ li=("가위","바위","보") computer=random.randint(0,2) computer=li[computer] return computer
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def getInnerText(node): """ Get all the inner text of a DOM node (recursively). """ # inspired by http://mail.python.org/pipermail/xml-sig/2005-March/011022.html inner_text = [] for child in node.childNodes: if child.nodeType == child.TEXT_NODE or child.nodeType == child.CDATA_SECTION_NO...
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import os import logging import json def github_auth(config_file): """Parse GitHub basic auth from the config file.""" if not os.path.isfile(config_file): logging.warning("%s not found, not using GitHub authentication", config_file) return file_handler = open(config_file, 'r') content...
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import configparser def read_config_file(cfg_path="config.ini"): """ Czyta plik konfiguracyjny """ config = configparser.ConfigParser() config.read(cfg_path) return config
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import yaml def load_yaml(path): """Load YAML file into Python object.""" with open(path, "r") as file_data: data = yaml.safe_load(file_data) return data
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def dot(a, b, out=None): """ Dot product of two arrays. Specifically, - If both `a` and `b` are 1-D arrays, it is inner product of vectors (without complex conjugation). - If both `a` and `b` are 2-D arrays, it is matrix multiplication, but using ``a @ b`` is preferred. - If either `a...
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def cnt_freq(filename): """opens a text file with a given file name and counts the frequency of occurrences of all the characters within that file""" try: #opens the file with open(filename, 'r', encoding='utf-8') as file: #creates an empty list list_line = [] ...
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import requests import json def get_openid(appid,secret,code): """ 向微信后台发送请求,获取用户的session_key和open_id :param appid:开发者的APPID :param secret:开发者的AppSecret :param code:wx.login 返回的code :return:{'session_key': 'kqJhkE9AYV0E6YRm4G0nNQ==', 'openid': 'oTZEu5beSes5Lha9wKhGt5icfCb4'} """ url = ...
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import os import sys def _get_all_test_modules(folder): """ Gathers all test modules """ modules = [] current_directory = os.path.dirname(__file__) sys.path.insert(0, os.path.join(current_directory, '..')) test_directory = os.path.join(current_directory, folder) if folder else current_dire...
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def labeller(n, symbol="q"): """Autogenerate labels for wires of quantum circuits. Parameters ========== n : int number of qubits in the circuit symbol : string A character string to precede all gate labels. E.g. 'q_0', 'q_1', etc. >>> from sympy.physics.quantum.circuitplot import ...
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def refine(title: str): """Refine the project name.""" refined = title.lower() with open('./refine.txt', 'r') as file: for line in file: tokens = line.split('\t') src = tokens[0] if tokens[1].endswith('\n'): dst = '' else: ...
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def _get_api_name(func): """e.g. Convert 'do_work' to 'Do Work'""" words = func.__name__.split('_') words = [w.capitalize() for w in words] return ' '.join(words)
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def _fix_uppercase(kwargs): """ Properly handle uppercase arguments which are normalized by click. """ if 'c' in kwargs: kwargs['C'] = kwargs.pop('c') return kwargs
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def pacific_centered_coordinates(obj): """The world should be divided between Icelandic (westernmost language) and Tupi (easternmost language), i.e. between -17 and -36. We chose -26 as divider because that puts cape verde to the west of africa. """ return [obj.longitude if obj.longitude > -26 else...
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import math def inverse_kinematic(x, y, a1, a2): """ :param x: x position of end effector :param y: y position of end effector :param a1: length of member 1 :param a2: length of member 2 :return: angles of a 2 joint same plane robot arm """ # find q2 angle of the second joint num ...
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import math def process_time_interval_use(desired_time_interval, desired_time_scale): """ process the time interval to use :param desired_time_interval: desired time interval to use :param desired_time_scale: desired time scale used in power analysis :return: final time interval for subsequent ste...
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import requests def get_current_microsoft_public_keys(ms_signing_key_url='https://login.microsoftonline.com/common/discovery/keys'): """Returns the list of currently in use public keys. Args: ms_signing_key_url: The known url for the public keys .. note:: These guys are updated approxim...
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from typing import Optional def get_season_url( base_url: str, year: Optional[int] = None, season: Optional[str] = None ) -> str: """Creates the URL for the season endpoint.""" if year is None or season is None: return f"{base_url}/season" return f"{base_url}/season/{year}/{season.lower()}"
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def intersection(lista, listb): """Return the intersection between two lists. Note, for duplicate values, each duplicate will be returned as we merely check if item in lista, is in listb.""" return [item for item in lista if item in listb]
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def _build_pruned_tree(tree, cases, tree2): """helper method for ``build_pruned_tree``""" is_results = False if isinstance(tree[0], str): try: name, icase, cases2 = tree except ValueError: print(tree) raise if isinstance(icase, int): a...
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import sys import os def get_sys_prefix(): """ Return sys.prefix as guaranteed abspath format. """ sys_prefix = getattr(sys, "real_prefix", getattr(sys, "base_prefix", sys.prefix)) sys_prefix = os.path.abspath(sys_prefix) return sys_prefix
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def count_number_fishers_alive(dict_fishers,gamerunning): """ This function , count the number of fishers alive in the island, if is 1 the number of players alive and the game is running, he catch the number, and form a message of the winner, otherwise ,return just return the number of players @param dict_fis...
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def bed4_to_node2coordinates(bed4): """Compute the node2coordinates DataFrame: exon name, chrom, start, end""" node2coordinates = bed4\ [["name", "chrom", "chrom_start", "chrom_end"]]\ .set_index("name") return node2coordinates
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def readpdb(file_name): """初始化数据存储""" data = [] with open(file_name,encoding = 'utf-8') as file: for line in file: list = line.split( ) # print(list) """去除非数据行""" if (len(list) > 10): name = "".join(line[76:78].split()) ...
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from typing import Counter def count_layer_types(model): """Count layers by layer type. Parameters ---------- model : keras.engine.training.Model A Keras model. Returns ------- collections.Counter Counter object containing number of layers in the model by layer type. ...
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async def prefix_getter_static(prefix, message): """ Returns a prefix for the message. This function is a coroutine. Parameters ---------- prefix : `str` The prefix to return. message : ``Message`` The received message to parse the prefix from. Returns ...
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import os import json import logging def load_meta(model_dir): """ :param model_dir: :return: meta_dict """ json_path = None meta_dict = {} for file in os.listdir(model_dir): if file.endswith(".meta"): json_path = file break try: if json_path: ...
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def all_unique(_list): """Return a boolean value indicating whether the list contains only unique items. :return: Boolean value indicating whether the list contains only unique items :rtype: bool """ if not isinstance(_list, list): raise ValueError("List expected") seen = set() re...
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import torch def silu(x): """ Smoothed ReLU (Sigmoid-ReLU) """ return x*torch.sigmoid(x)
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def title_query(q, wild=True, no_quote=False): """ Helps generate a title query. Creates a simpler lucene query, and handles the case where the user might want to have spaces eg:: query = title_query("RHSM : RCT Tool") print query # title:"RHSM : RCT Tool"* :param q: :param wi...
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def use_kd_tree(request): """Whether to use the KD Tree in CVTArchive.""" return request.param
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def _zero_based_index(i, l, start=True): """Compute the 0-based index from the slice index i in a list of length l Assuming step is 1. Examples -------- >>> _concrete_index(2, 100) 2 >>> _concrete_index(2, 100, start=False) 2 >>> _concrete_index(-1, 100, start=False) 99 >>> ...
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def getColPermutations(possible_columns, max_num_of_perms = 100): """ Get all possible combinations given a list of column names :return: Given Input = [a,b,c] Then, Output= [ [a], [b], [c], [a,b], [a,c], [b,c] ] """ permutations = {col: 1 for col in possible_columns} for perm_...
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def compare_substring(a_str, b_str): """ Helper for compare """ a_digit = a_str[0].isdigit() b_digit = b_str[0].isdigit() # string > int if a_digit and not b_digit: return -1 if not a_digit and b_digit: return 1 if a_digit and b_digit: # compare to digits a_in...
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def checksum(spreadsheet): """ Calculate the checksum of a spreadsheet by summing up the ranges of all lines. >>> checksum([ ... [5, 1, 9, 5], ... [7, 5, 3], ... [2, 4, 6, 8] ... ]) 18 """ return sum( max(line) - min(line) for line in spreadsheet ...
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def get_qa_steps(): """ Returns qa steps """ return (1.0, 2.0)
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def lsymm(self, ncomp="", nl1="", nl2="", ninc="", kinc="", noelem="", imove="", **kwargs): """Generates lines from a line pattern by symmetry reflection. APDL Command: LSYMM Parameters ---------- ncomp Symmetry key: X - X symmetry (default). Y - Y symmetry. ...
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def comp_masses(self): """Compute the masses of the Lamination Parameters ---------- self : Lamination A Lamination object Returns ------- M_dict: dict Lamination mass dictionary (Mtot, Mlam, Mteeth, Myoke) [kg] """ rho = self.mat_type.struct.rho V_dict = self....
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def get_xpath_parent(xpath, level=1): """ Get the parent xpath at any level, 1 is parent just above the input xpath. Args: xpath (str): Input xpath level (int, optional): Parent level. Defaults to 1. Returns: str: Parent xpath """ if not xpath.startswith("/"): rais...
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def public(f): """ decides if a function is public or not""" f.public = True return f
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import io import os def read(*parts): """ Reads in file from *parts. """ try: return io.open(os.path.join(*parts), 'r', encoding='utf-8').read() except IOError: return ''
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def discover(parameter=0): """ Enumerate devices on host """ return 'discover', 'ifconfig -s | tail -n +2 | awk \'{print $1}\' | xargs echo -e NET: && lsblk -l | grep / | awk \'{print $1}\' | xargs echo DISK:'
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def pad_list(xs, pad_value=0., pad_left=False): """Convert list of Tensors to a single Tensor with padding. Args: xs (list): A list of length `[B]`, which contains Tensors of size `[T, input_size]` pad_value (float): pad_left (bool): Returns: xs_pad (FloatTensor): `[B, T, inp...
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def get_cube_diff(cube_1, cube_2): """ Take the difference of two Iris data cubes. Computed as cube_1 - cube_2. Parameters ---------- cube_1 : Iris cube. cube_2 : Iris cube. Return ------ Iris cube containing the difference of cube_1 - cube_2 """ diff_cube = cu...
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import os def my_dataset(root, class_to_idx): """ This function creates the dataset as a set of directories paths that point to each sample folder. In this way the samples are opened when needed and only their path is always saved in memory. Arg: root (str): Root directory path. c...
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def and_from_dict(kwargs): """ Generate a SQL And statement from a dict of keyword args :param kwargs: Keyword arguments dict :return: String AND statement """ return " AND ".join(f"{x} = %({x})s" if kwargs[x] is not None else f"{x} is %({x})s" for x in kwargs)
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def PNewOTFTable (inOTF, access, tabType, tabVer, err, numDet=1, numPoly=0, numParm=0): """ Return the specified associated table inOTF = Python OTF object access = access code 1=READONLY, 2=WRITEONLY, 3=READWRITE tabType = Table type, e.g. "OTFSoln" tabVer = table...
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import re def uncamel(val): """Return the snake case version of :attr:`str` >>> uncamel('deviceId') 'device_id' >>> uncamel('dataCenterName') 'data_center_name' """ s = lambda val: re.sub('(((?<=[a-z])[A-Z])|([A-Z](?![A-Z]|$)))', '_\\1', val).lower().strip('_') return s(val)
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